[2025-12-03T20:30:02.920906] [INFO ] [MAG       ] Starting MAG operation...
[2025-12-03T20:30:03.095308] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-03T20:30:03.268914] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-03T20:30:03.443644] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-03T20:30:03.616121] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-03T20:30:03.616433] [WARN ] [STATE     ] State set to: WAITING
[2025-12-03T20:30:03.616491] [INFO ] [STATE     ] Checking service statuses...
[2025-12-03T20:30:03.624848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:03.629914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:03.633803] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:03.638719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:03.643618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:03.643747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:06.703545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:06.753311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:06.758917] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:06.803078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:06.853834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:06.854053] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:09.858648] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:09.864057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:09.869299] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:09.873452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:09.878867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:09.878961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:12.886096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:12.891044] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:12.896940] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:12.901987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:12.906685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:12.906805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:15.911602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:15.915465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:15.919262] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:15.922912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:15.926814] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:15.926909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:18.932459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:18.936414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:18.940078] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:18.944043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:18.947562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:18.947649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:21.953042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:21.957890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:21.963057] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:21.967757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:21.972424] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:21.972529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:24.976598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:24.980100] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:24.983392] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:24.986632] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:24.990058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:24.990127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:27.994361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:27.998057] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:28.001757] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:28.005399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:28.009030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:28.009133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:31.013186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:31.016793] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:31.020286] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:31.023626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:31.027706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:31.027826] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:34.032009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:34.035485] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:34.038881] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:34.042148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:34.045511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:34.045617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:37.049741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:37.053687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:37.057596] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:37.060946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:37.064375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:37.064444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:40.068650] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:40.072555] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:40.075960] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:40.079306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:40.082874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:40.082946] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:43.087682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:43.091685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:43.096274] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:43.100652] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:43.104859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:43.104988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:46.110048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:46.129256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:46.134400] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:46.139550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:46.170413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:46.170601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:49.175770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:49.179859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:49.183438] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:49.187253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:49.191900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:49.192003] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:52.197409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:52.201452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:52.207136] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:52.211458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:52.215209] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:52.215353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:55.220632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:55.224961] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:55.229268] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:55.233083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:55.237324] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:55.237460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:58.242794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:58.248382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:58.253603] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:30:58.259125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:58.264278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:58.264450] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:01.270218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:01.276781] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:01.284180] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:01.289637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:01.294719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:01.294961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:04.301519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:04.307906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:04.313780] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:04.319174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:04.325706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:04.325832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:07.330268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:07.335659] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:07.339643] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:07.343819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:07.348016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:07.348134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:10.352817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:10.357434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:10.362272] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:10.367077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:10.371625] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:10.371765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:13.376676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:13.381117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:13.385605] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:13.389871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:13.393887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:13.393977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:16.400332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:16.405283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:16.409801] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:16.414318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:16.417910] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:16.418143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:19.422800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:19.427346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:19.432735] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:19.436628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:19.440316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:19.440401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:22.445691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:22.451979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:22.457938] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:22.463133] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:22.468878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:22.469134] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:25.474309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:25.478734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:25.482611] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:25.486956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:25.491329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:25.491422] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:28.497625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:28.502951] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:28.508339] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:28.512613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:28.517244] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:28.517463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:31.521760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:31.526219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:31.530623] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:31.534820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:31.538807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:31.538895] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:34.543544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:34.547628] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:34.551777] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:34.555933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:34.559614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:34.559696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:37.564473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:37.568462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:37.572702] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:37.577057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:37.581142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:37.581242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:40.586319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:40.590534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:40.594718] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:40.598741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:40.603402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:40.603645] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:43.609490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:43.614457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:43.618304] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:43.624732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:43.628764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:43.628862] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:46.634001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:46.639443] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:46.644707] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:46.649893] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:46.654113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:46.654240] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:49.658994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:49.663082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:49.667084] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:49.670997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:49.675323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:49.675438] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:52.680375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:52.687356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:52.693380] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:52.697926] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:52.702655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:52.702748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:55.707497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:55.711967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:55.715861] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:55.719726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:55.723346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:55.723435] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:58.728314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:58.733934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:58.738232] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:31:58.741802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:58.746487] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:58.746640] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:01.753969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:01.761182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:01.767618] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:01.774462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:01.780126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:01.780469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:04.785254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:04.790629] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:04.796415] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:04.801212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:04.804922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:04.805023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:07.819100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:07.825718] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:07.830508] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:07.835298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:07.840096] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:07.840201] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:10.844646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:10.848965] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:10.854022] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:10.858987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:10.862955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:10.863151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:13.867655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:13.871115] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:13.874450] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:13.877889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:13.881362] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:13.881530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:16.886803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:16.892300] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:16.896415] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:16.903871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:16.908455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:16.908610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:19.912720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:19.917455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:19.921606] [WARN ] [sig-status] Service 'sig' is not running but has not completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:19.925990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:19.930281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:19.930621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:22.935867] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:22.943514] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:22.952744] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:22.962372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:22.971282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:22.971621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:25.977436] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:25.982441] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:25.986875] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:25.990798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:25.994942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:25.995091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:29.000519] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:29.004885] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:29.009008] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:29.016459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:29.025519] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:29.025774] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:32.034273] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:32.038623] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:32.042807] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:32.047110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:32.052343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:32.052852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:35.058317] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:35.063322] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:35.067872] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:35.074181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:35.082614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:35.082829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:38.090424] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:38.097645] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:38.109196] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:38.121482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:38.129743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:38.130087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:41.135365] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:41.140659] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:41.149071] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:41.158115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:41.165729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:41.165993] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:44.171430] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:44.176113] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:44.180618] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:44.189534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:44.197434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:44.197700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:47.318892] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:47.323620] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:47.359092] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:47.394328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:47.428511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:47.429029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:50.436683] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:50.441858] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:50.445897] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:50.449754] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:50.456439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:50.456629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:53.461922] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:53.466713] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:53.471089] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:53.475338] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:53.482725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:53.482958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:56.489408] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:56.493993] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:56.498217] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:56.502320] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:56.509046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:56.510505] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:59.518084] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:59.525822] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:59.532368] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:32:59.545345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:59.562804] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:59.563403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:02.570343] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:02.576298] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:02.581987] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:02.587354] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:02.594831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:02.595205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:05.602112] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:05.606959] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:05.611495] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:05.616200] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:05.620732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:05.620970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:08.626131] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:08.630416] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:08.634487] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:08.638423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:08.642374] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:08.642562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:11.647666] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:11.652158] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:11.656205] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:11.660363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:11.664655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:11.664866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:14.670145] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:14.675171] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:14.679462] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:14.683397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:14.687174] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:14.687335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:17.692912] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:17.697207] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:17.701870] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:17.706325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:17.710854] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:17.711062] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:20.717412] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:20.722165] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:20.726415] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:20.730548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:20.734505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:20.734698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:23.741371] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:23.746873] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:23.752833] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:23.758433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:23.764139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:23.764555] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:26.770622] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:26.775765] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:26.779943] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:26.784431] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:26.788772] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:26.789016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:29.794160] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:29.799305] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:29.803767] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:29.808015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:29.812305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:29.812542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:32.817436] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:32.822871] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:32.827568] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:32.831873] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:32.836531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:32.836704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:35.842739] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:35.847153] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:35.850666] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:35.854050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:35.857995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:35.858183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:38.862840] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:38.866610] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:38.870320] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:38.874065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:38.877830] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:38.878065] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:41.883211] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:41.887006] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:41.890547] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:41.893791] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:41.897030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:41.897099] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:44.902281] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:44.906959] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:44.910885] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:44.914491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:44.918297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:44.918407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:47.925360] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:47.930196] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:47.934916] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:47.939615] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:47.944346] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:47.944444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:50.949206] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:50.952932] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:50.957237] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:50.961014] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:50.964498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:50.964593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:53.970542] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:53.974433] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:53.977760] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:53.981483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:53.984846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:53.984923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:33:56.989991] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:33:56.993593] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:33:56.997142] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:33:57.000700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:33:57.004329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:33:57.004426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:00.009648] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:00.014072] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:00.017820] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:00.021616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:00.025357] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:00.025467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:03.030440] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:03.034061] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:03.037669] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:03.041523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:03.045664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:03.045788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:06.050789] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:06.054110] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:06.057595] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:06.060883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:06.064034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:06.064102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:09.068857] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:09.072111] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:09.075299] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:09.078467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:09.081620] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:09.081690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:12.086841] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:12.090687] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:12.094462] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:12.098006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:12.101533] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:12.101647] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:15.107181] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:15.111148] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:15.115586] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:15.120477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:15.125228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:15.125317] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:18.131007] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:18.135908] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:18.348133] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:18.395556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:18.399622] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:18.399692] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:21.405428] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:21.410897] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:21.415173] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:21.418973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:21.423121] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:21.423326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:24.427748] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:24.431234] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:24.434777] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:24.439467] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:24.443745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:24.443977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:27.448507] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:27.451881] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:27.455078] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:27.458254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:27.461445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:27.461534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:30.466236] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:30.469730] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:30.472989] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:30.476168] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:30.480530] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:30.480653] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:33.485604] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:33.490014] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:33.493648] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:33.497205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:33.500822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:33.500912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:36.507189] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:36.512291] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:36.517109] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:36.522000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:36.526711] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:36.526816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:39.530930] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:39.534191] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:39.537434] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:39.541228] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:39.544390] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:39.544457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:42.549390] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:42.552840] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:42.556093] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:42.559457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:42.562876] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:42.562944] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:45.569126] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:45.574690] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:45.580228] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:45.585756] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:45.592093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:45.592243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:48.597028] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:48.600451] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:48.604264] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:48.610026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:48.613669] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:48.613736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:51.618847] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:51.622966] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:51.626967] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:51.630997] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:51.635063] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:51.635171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:54.639562] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:54.643391] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:54.646867] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:54.650291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:54.653614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:54.653707] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:34:57.658497] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:34:57.662355] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:34:57.666280] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:34:57.669620] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:34:57.673163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:34:57.673231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:00.678852] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:00.682953] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:00.686793] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:00.690924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:00.695170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:00.695287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:03.699916] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:03.703585] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:03.707114] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:03.710939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:03.714499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:03.714619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:06.719462] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:06.722939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:06.726300] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:06.729749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:06.733136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:06.733210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:09.738139] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:09.742468] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:09.746833] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:09.750844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:09.755785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:09.755923] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:12.761027] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:12.765096] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:12.768915] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:12.772308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:12.775916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:12.775986] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:15.780800] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:15.784185] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:15.787498] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:15.790820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:15.794067] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:15.794142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:18.799053] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:18.802819] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:18.807028] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:18.811008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:18.814901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:18.814976] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:21.819886] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:21.823455] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:21.827166] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:21.830701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:21.834029] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:21.834109] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:24.838981] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:24.842598] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:24.846199] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:24.849458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:24.852639] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:24.852708] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:27.857737] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:27.861638] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:27.865394] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:27.869179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:27.872836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:27.872924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:30.878809] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:30.883712] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:30.888428] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:30.893050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:30.897721] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:30.897831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:33.904823] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:33.910849] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:33.915926] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:33.920704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:33.924946] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:33.925038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:36.930397] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:36.934469] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:36.937994] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:36.941567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:36.944813] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:36.944878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:39.950627] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:39.955179] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:39.958855] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:39.962332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:39.965860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:39.965958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:42.970339] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:42.974532] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:42.979356] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:42.984010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:42.988531] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:42.988666] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:45.993687] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:45.997507] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:46.001390] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:46.005372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:46.009041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:46.009150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:49.013900] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:49.017861] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:49.052646] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:49.087769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:49.122926] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:49.123032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:52.128942] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:52.133629] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:52.138256] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:52.142755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:52.147848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:52.148000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:55.152944] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:55.156500] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:55.164071] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:55.167669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:55.171299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:55.171413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:35:58.177444] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:35:58.182320] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:35:58.186307] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:35:58.191002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:35:58.196245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:35:58.196960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:01.202088] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:01.206566] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:01.214271] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:01.218535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:01.222471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:01.222654] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:04.227114] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:04.230504] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:04.234141] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:04.237258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:04.240863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:04.240940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:07.245198] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:07.248598] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:07.252788] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:07.256181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:07.259392] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:07.259465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:10.265620] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:10.270027] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:10.274615] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:10.279266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:10.283762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:10.283907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:13.289067] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:13.292757] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:13.296186] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:13.299723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:13.302989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:13.303058] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:16.307446] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:16.311076] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:16.314557] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:16.318059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:16.321399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:16.321474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:19.327285] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:19.332096] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:19.336876] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:19.341710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:19.345966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:19.346049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:22.351692] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:22.355813] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:22.359661] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:22.363448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:22.366884] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:22.366963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:25.373796] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:25.379326] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:25.383497] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:25.387397] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:25.391407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:25.391528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:28.397635] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:28.402656] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:28.407030] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:28.410731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:28.414008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:28.414075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:31.420191] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:31.425217] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:31.430236] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:31.435350] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:31.440545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:31.440702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:34.446482] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:34.451400] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:34.455501] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:34.459105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:34.462299] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:34.462368] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:37.468108] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:37.472746] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:37.476694] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:37.479912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:37.483167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:37.483241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:40.488314] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:40.491890] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:40.495268] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:40.498879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:40.502276] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:40.502350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:43.508247] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:43.511994] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:43.515540] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:43.520099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:43.524506] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:43.524601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:46.529188] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:46.533057] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:46.536728] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:46.540457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:46.544410] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:46.544504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:49.550154] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:49.554992] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:49.560308] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:49.565488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:49.571238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:49.571338] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:52.576955] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:52.582613] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:52.587391] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:52.591163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:52.595250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:52.595358] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:55.600365] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:55.604411] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:55.608097] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:55.611864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:55.615428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:55.615510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:36:58.620547] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:36:58.624476] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:36:58.628123] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:36:58.631670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:36:58.635290] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:36:58.635382] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:01.641273] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:01.645409] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:01.649106] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:01.654066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:01.659452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:01.659653] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:04.664716] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:04.671894] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:04.676364] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:04.680384] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:04.684501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:04.684637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:07.689555] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:07.693345] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:07.696964] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:07.700456] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:07.703901] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:07.704000] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:10.708649] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:10.712375] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:10.716085] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:10.719555] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:10.722945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:10.723028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:13.728287] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:13.732281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:13.736035] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:13.739485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:13.743157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:13.743241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:16.748825] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:16.752951] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:16.756432] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:16.760108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:16.764127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:16.764222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:19.769245] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:19.773126] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:19.777240] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:19.781375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:19.786081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:19.786182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:22.792205] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:22.797306] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:22.802189] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:22.807053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:22.811916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:22.812017] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:25.816791] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:25.820313] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:25.823730] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:25.827083] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:25.833464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:25.833562] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:28.838703] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:28.842357] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:28.845717] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:28.849202] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:28.852654] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:28.852736] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:31.857816] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:31.861745] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:31.865338] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:31.868751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:31.872178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:31.872259] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:34.877214] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:34.881031] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:34.884426] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:34.887711] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:34.891024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:34.891100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:37.895757] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:37.899550] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:37.903172] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:37.906781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:37.910210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:37.910301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:40.915070] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:40.918681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:40.922100] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:40.925286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:40.928501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:40.928600] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:43.933901] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:43.937803] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:43.941137] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:43.944286] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:43.947460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:43.947530] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:46.952490] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:46.957227] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:46.961475] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:46.965028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:46.968543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:46.968633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:49.973236] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:49.976826] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:49.980860] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:49.986367] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:49.990800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:49.990883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:52.995753] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:52.999322] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:53.003412] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:53.007144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:53.011969] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:53.012104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:56.017606] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:56.021112] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:56.024432] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:56.027668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:56.030891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:56.030956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:37:59.037300] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:37:59.041996] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:37:59.046435] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:37:59.051099] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:37:59.055684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:37:59.055780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:02.060720] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:02.064809] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:02.068035] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:02.071232] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:02.074382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:02.074447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:05.079663] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:05.083268] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:05.087036] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:05.090494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:05.093858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:05.093927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:08.098489] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:08.102332] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:08.105682] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:08.108936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:08.112196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:08.112270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:11.117345] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:11.121770] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:11.126380] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:11.130889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:11.135181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:11.135277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:14.140073] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:14.143654] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:14.147085] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:14.150479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:14.153805] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:14.153882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:17.158994] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:17.163191] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:17.167440] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:17.171642] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:17.175554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:17.175698] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:20.180070] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:20.183369] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:20.187180] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:20.190928] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:20.195095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:20.195181] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:23.200313] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:23.204928] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:23.209725] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:23.214104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:23.218606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:23.218731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:26.227351] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:26.234383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:26.239649] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:26.243826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:26.247303] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:26.247375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:29.252900] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:29.256890] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:29.260684] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:29.264471] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:29.268218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:29.268310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:32.273085] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:32.276630] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:32.279987] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:32.283301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:32.286555] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:32.286634] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:35.291899] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:35.295924] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:35.299839] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:35.303698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:35.307218] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:35.307314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:38.311856] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:38.315366] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:38.318904] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:38.322229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:38.325427] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:38.325495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:41.330621] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:41.334382] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:41.338008] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:41.341477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:41.344924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:41.345009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:44.349927] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:44.353443] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:44.357096] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:44.361112] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:44.364706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:44.364804] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:47.369606] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:47.373061] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:47.377144] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:47.380708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:47.383887] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:47.383954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:50.388972] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:50.392782] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:50.396911] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:50.400998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:50.405205] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:50.405307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:53.410471] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:53.414231] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:53.417463] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:53.421106] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:53.424656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:53.424733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:56.432492] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:56.439087] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:56.443739] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:56.447272] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:56.450513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:56.450606] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:38:59.454970] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:38:59.458223] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:38:59.461375] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:38:59.464556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:38:59.467653] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:38:59.467722] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:02.473960] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:02.479357] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:02.484913] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:02.489621] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:02.493751] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:02.493861] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:05.498519] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:05.501909] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:05.505278] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:05.508671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:05.512661] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:05.512801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:08.517633] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:08.521929] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:08.525979] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:08.530048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:08.534091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:08.534197] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:11.539849] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:11.544598] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:11.549152] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:11.553707] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:11.558269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:11.558362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:14.564408] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:14.569331] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:14.574076] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:14.578930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:14.583425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:14.583549] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:17.591778] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:17.595471] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:17.598852] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:17.602191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:17.605535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:17.605632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:20.610275] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:20.613879] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:20.618889] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:20.634262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:20.642715] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:20.642811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:23.647314] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:23.650820] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:23.654182] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:23.657459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:23.660769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:23.660842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:26.666470] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:26.670814] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:26.674545] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:26.678042] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:26.681606] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:26.681690] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:29.686563] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:29.689956] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:29.693652] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:29.697614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:29.700974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:29.701046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:32.706912] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:32.711951] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:32.716883] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:32.721722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:32.726465] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:32.726563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:35.731342] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:35.735156] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:35.738954] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:35.742206] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:35.745395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:35.745464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:38.750529] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:38.754489] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:38.758610] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:38.762611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:38.766596] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:38.766696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:41.771351] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:41.775073] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:41.778635] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:41.782729] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:41.786516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:41.786598] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:44.790916] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:44.794308] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:44.797601] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:44.800925] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:44.804204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:44.804274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:47.809487] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:47.813567] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:47.817355] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:47.820935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:47.824368] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:47.824463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:50.829302] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:50.833039] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:50.838742] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:50.843744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:50.848009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:50.848077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:53.853419] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:53.857234] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:53.860523] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:53.863648] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:53.866749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:53.866814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:56.871784] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:56.875160] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:56.878394] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:56.881529] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:56.885009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:56.885125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:39:59.889930] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:39:59.893843] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:39:59.897188] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:39:59.900698] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:39:59.903988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:39:59.904059] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:02.911171] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:02.917330] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:02.923072] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:02.927146] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:02.930684] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:02.930753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:05.936148] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:05.940224] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:05.943945] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:05.948491] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:05.953242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:05.953364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:08.958565] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:08.963737] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:09.000163] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:09.054458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:09.099024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:09.099149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:12.103551] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:12.106844] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:12.110181] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:12.113464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:12.116706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:12.116776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:15.122058] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:15.125739] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:15.129306] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:15.132760] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:15.136111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:15.136190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:18.140843] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:18.144242] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:18.147514] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:18.150844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:18.154101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:18.154175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:21.158935] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:21.162198] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:21.196318] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:21.230706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:21.265941] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:21.266048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:24.270369] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:24.273711] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:24.277007] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:24.280527] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:24.284010] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:24.284086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:27.288857] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:27.292116] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:27.295238] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:27.298490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:27.301731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:27.301798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:30.306505] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:30.310282] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:30.313686] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:30.317029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:30.320409] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:30.320485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:33.324791] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:33.328523] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:33.331984] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:33.335205] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:33.338411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:33.338482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:36.343749] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:36.348205] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:36.351955] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:36.355266] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:36.358714] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:36.358784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:39.363412] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:39.366742] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:39.371778] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:39.374963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:39.378113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:39.378180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:42.382947] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:42.386835] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:42.390641] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:42.394289] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:42.397870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:42.397960] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:45.403816] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:45.407661] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:45.411593] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:45.415074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:45.419044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:45.419153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:48.423426] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:48.426742] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:48.430014] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:48.433545] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:48.437844] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:48.437970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:51.442819] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:51.446521] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:51.450719] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:51.454779] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:51.458657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:51.458733] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:54.463379] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:54.467080] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:54.470480] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:54.473961] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:54.477363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:54.477441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:40:57.483789] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:40:57.488908] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:40:57.494293] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:40:57.499429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:40:57.504480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:40:57.504622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:00.509323] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:00.512838] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:00.516148] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:00.519477] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:00.522790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:00.522860] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:03.527250] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:03.530822] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:03.534243] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:03.537626] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:03.541023] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:03.541098] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:06.546565] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:06.551187] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:06.555609] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:06.560120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:06.564720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:06.564820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:09.569305] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:09.573182] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:09.576796] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:09.580251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:09.583843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:09.583930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:12.588113] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:12.591909] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:12.595493] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:12.598995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:12.602408] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:12.602483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:15.607055] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:15.611170] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:15.614730] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:15.617887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:15.621188] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:15.621254] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:18.626387] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:18.630435] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:18.634420] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:18.637936] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:18.641282] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:18.641369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:21.646298] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:21.650551] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:21.654871] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:21.660038] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:21.665829] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:21.665930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:24.671047] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:24.674789] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:24.678358] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:24.681784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:24.685298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:24.685380] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:27.690102] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:27.693900] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:27.697652] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:27.701436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:27.705110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:27.705207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:30.709985] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:30.714155] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:30.718349] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:30.722372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:30.727004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:30.727121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:33.731393] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:33.734712] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:33.738021] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:33.741319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:33.744510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:33.744602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:36.749422] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:36.752737] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:36.755982] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:36.760005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:36.763351] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:36.763419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:39.768822] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:39.772429] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:39.776581] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:39.780349] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:39.783857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:39.783942] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:42.788607] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:42.792467] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:42.795972] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:42.799321] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:42.802873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:42.802958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:45.808074] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:45.811926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:45.815499] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:45.819022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:45.822471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:45.822553] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:48.828151] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:48.832798] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:48.837256] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:48.840890] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:48.844206] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:48.844272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:51.848775] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:51.852189] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:51.857324] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:51.861963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:51.867402] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:51.867610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:54.872404] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:54.875712] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:54.879126] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:54.882837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:54.886382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:54.886469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:41:57.891871] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:41:57.895681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:41:57.899163] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:41:57.902535] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:41:57.905775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:41:57.905846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:00.911488] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:00.916562] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:00.920784] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:00.924708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:00.928896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:00.929091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:03.934448] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:03.939102] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:03.943678] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:03.948022] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:03.952350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:03.952442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:06.957391] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:06.961486] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:06.965467] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:06.969319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:06.973226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:06.973330] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:09.977855] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:09.981650] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:09.985298] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:09.989125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:09.992857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:09.992958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:12.998725] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:13.003432] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:13.008019] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:13.014827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:13.019652] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:13.019756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:16.024541] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:16.028198] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:16.031629] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:16.034891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:16.038261] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:16.038333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:19.043241] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:19.046807] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:19.050169] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:19.053400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:19.056688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:19.056761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:22.061402] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:22.065492] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:22.100595] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:22.134815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:22.170143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:22.170255] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:25.178065] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:25.183263] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:25.188448] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:25.193534] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:25.197827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:25.197940] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:28.203121] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:28.206425] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:28.209730] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:28.212983] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:28.216179] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:28.216248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:31.221063] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:31.225938] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:31.230817] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:31.235554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:31.240363] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:31.240486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:34.245429] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:34.249028] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:34.252530] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:34.255800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:34.259091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:34.259159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:37.264937] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:37.270316] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:37.275726] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:37.281179] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:37.286807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:37.286939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:40.291905] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:40.295245] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:40.298499] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:40.302448] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:40.306140] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:40.306220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:43.311291] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:43.314626] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:43.317909] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:43.321564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:43.324839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:43.324911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:46.330391] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:46.334096] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:46.337366] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:46.340661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:46.344493] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:46.344636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:49.349616] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:49.353081] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:49.356290] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:49.359552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:49.362760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:49.362827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:52.367792] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:52.371234] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:52.375267] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:52.379726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:52.383507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:52.383593] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:55.389606] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:55.393770] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:55.398234] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:55.401963] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:55.405426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:55.405495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:42:58.413822] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:42:58.419802] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:42:58.425119] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:42:58.429605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:42:58.433734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:42:58.433837] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:01.438814] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:01.442887] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:01.446334] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:01.449907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:01.454470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:01.454633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:04.459555] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:04.463106] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:04.466487] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:04.469878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:04.473178] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:04.473249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:07.478588] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:07.483258] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:07.487677] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:07.492065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:07.496070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:07.496233] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:10.501260] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:10.505233] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:10.509034] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:10.512787] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:10.516718] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:10.516832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:13.521854] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:13.525349] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:13.528662] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:13.532092] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:13.535344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:13.535428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:16.539896] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:16.543134] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:16.546276] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:16.549445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:16.552619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:16.552686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:19.557739] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:19.561431] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:19.564604] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:19.567776] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:19.571112] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:19.571177] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:22.576483] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:22.580078] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:22.585677] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:22.594429] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:22.599626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:22.599775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:25.605129] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:25.610036] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:25.614736] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:25.619297] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:25.624051] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:25.624151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:28.628993] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:28.632520] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:28.636093] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:28.639652] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:28.643008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:28.643089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:31.647449] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:31.651977] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:31.655718] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:31.659108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:31.662654] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:31.662725] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:34.667373] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:34.671640] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:34.675368] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:34.678984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:34.682608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:34.682704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:37.687337] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:37.690924] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:37.694366] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:37.697801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:37.701371] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:37.701452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:40.707272] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:40.711251] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:40.714843] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:40.718705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:40.722603] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:40.722728] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:43.727547] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:43.730868] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:43.734038] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:43.737216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:43.740451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:43.740519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:46.745618] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:46.748953] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:46.752170] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:46.755288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:46.758504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:46.758589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:49.764215] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:49.768749] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:49.773136] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:49.777443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:49.781916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:49.782004] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:52.788475] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:52.793683] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:52.799402] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:52.805198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:52.810725] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:52.810835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:55.816714] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:55.821815] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:55.827384] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:55.832875] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:55.838148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:55.838298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:43:58.843266] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:43:58.846815] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:43:58.850388] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:43:58.853780] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:43:58.857150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:43:58.857236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:01.862055] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:01.865914] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:01.869533] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:01.873271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:01.877098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:01.877190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:04.882034] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:04.885682] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:04.889234] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:04.892811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:04.896283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:04.896361] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:07.901538] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:07.904829] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:07.908037] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:07.911275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:07.914602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:07.914689] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:10.918839] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:10.922262] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:10.925829] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:10.929924] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:10.933676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:10.933764] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:13.938284] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:13.942025] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:13.945515] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:13.948975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:13.952364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:13.952439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:16.957939] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:16.962040] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:16.965386] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:16.968616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:16.972072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:16.972141] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:19.976737] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:19.980230] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:19.983626] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:19.986957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:19.993563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:19.993679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:22.998267] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:23.001874] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:23.042477] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:23.083897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:23.122771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:23.122905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:26.127805] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:26.132151] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:26.135937] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:26.139763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:26.144165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:26.144287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:29.149368] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:29.152838] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:29.156669] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:29.160298] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:29.163855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:29.163919] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:32.169968] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:32.174714] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:32.179406] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:32.183956] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:32.188544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:32.188658] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:35.194839] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:35.199549] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:35.203228] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:35.207602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:35.211425] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:35.211508] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:38.217116] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:38.220621] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:38.223776] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:38.226903] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:38.230505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:38.230601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:41.237023] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:41.242330] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:41.247416] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:41.252639] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:41.257729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:41.257845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:44.262449] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:44.266102] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:44.269549] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:44.274155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:44.279045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:44.279155] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:47.284411] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:47.289820] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:47.294724] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:47.299755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:47.304677] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:47.304818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:50.309616] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:50.313316] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:50.316640] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:50.319955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:50.323157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:50.323226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:53.328085] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:53.331500] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:53.335312] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:53.338923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:53.342615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:53.342684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:56.347711] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:56.351482] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:56.354779] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:56.358302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:56.361670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:56.361740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:44:59.366132] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:44:59.369890] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:44:59.373461] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:44:59.376880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:44:59.380302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:44:59.380403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:02.386544] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:02.392289] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:02.396909] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:02.401433] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:02.406523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:02.406752] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:05.412127] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:05.415629] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:05.418917] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:05.422282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:05.425537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:05.425620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:08.430291] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:08.433989] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:08.437670] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:08.441263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:08.445011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:08.445126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:11.450333] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:11.454531] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:11.458302] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:11.461762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:11.465157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:11.465243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:14.469739] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:14.473222] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:14.476491] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:14.479830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:14.483199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:14.483276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:17.487847] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:17.491424] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:17.496249] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:17.500675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:17.504084] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:17.504169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:20.510369] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:20.515510] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:20.519286] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:20.522766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:20.526074] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:20.526142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:23.531453] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:23.535925] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:23.540007] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:23.543830] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:23.547595] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:23.547679] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:26.553698] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:26.558383] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:26.562918] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:26.567442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:26.572184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:26.572282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:29.576849] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:29.580547] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:29.584221] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:29.587817] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:29.591323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:29.591417] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:32.596438] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:32.600074] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:32.603385] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:32.606622] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:32.609893] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:32.609969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:35.615402] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:35.619281] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:35.623225] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:35.626858] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:35.630467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:35.630545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:38.635330] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:38.638752] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:38.642031] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:38.645375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:38.648922] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:38.649013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:41.655008] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:41.658969] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:41.662312] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:41.665732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:41.669367] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:41.669458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:44.674973] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:44.678830] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:44.682124] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:44.686500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:44.690839] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:44.690922] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:47.695589] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:47.698930] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:47.702395] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:47.706055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:47.709848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:47.709926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:50.715459] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:50.719191] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:50.722507] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:50.725819] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:50.730136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:50.730298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:53.735088] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:53.739242] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:53.743954] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:53.748747] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:53.753393] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:53.753513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:56.758244] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:56.761984] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:56.765520] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:56.768901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:56.772733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:56.772812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:45:59.778936] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:45:59.782872] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:45:59.786457] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:45:59.789969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:45:59.793399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:45:59.793495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:02.798935] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:02.802852] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:02.806787] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:02.810599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:02.814482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:02.814615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:05.819902] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:05.823386] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:05.826851] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:05.830236] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:05.833534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:05.833637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:08.839465] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:08.844301] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:08.849289] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:08.854473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:08.859507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:08.859639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:11.863863] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:11.867376] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:11.870887] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:11.874227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:11.877730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:11.877819] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:14.882957] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:14.886798] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:14.890741] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:14.894825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:14.898584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:14.898668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:17.903105] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:17.906857] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:17.910499] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:17.914055] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:17.917588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:17.917696] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:20.923062] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:20.927031] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:20.930761] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:20.934100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:20.937430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:20.937502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:23.942193] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:23.946039] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:23.951164] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:23.955325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:23.961045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:23.961167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:26.965834] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:26.969176] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:26.972733] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:26.975881] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:26.979045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:26.979115] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:29.983834] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:29.987413] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:29.990920] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:29.995104] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:29.998770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:29.998841] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:33.004983] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:33.009371] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:33.012704] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:33.015995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:33.019327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:33.019394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:36.024454] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:36.028140] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:36.031448] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:36.034684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:36.037934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:36.038014] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:39.043018] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:39.046595] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:39.050044] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:39.054082] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:39.057786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:39.057852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:42.062593] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:42.066304] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:42.069824] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:42.073282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:42.076697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:42.076786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:45.081940] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:45.085820] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:45.089488] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:45.093141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:45.096649] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:45.096729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:48.101636] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:48.105279] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:48.110185] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:48.114267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:48.117732] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:48.117809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:51.122823] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:51.126308] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:51.130261] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:51.134064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:51.137771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:51.137877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:54.143039] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:54.146681] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:54.181287] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:54.220351] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:54.255081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:54.255175] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:46:57.259376] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:46:57.262668] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:46:57.265867] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:46:57.269013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:46:57.272226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:46:57.272294] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:00.277374] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:00.281419] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:00.285158] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:00.288744] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:00.292186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:00.292271] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:03.297982] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:03.301818] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:03.305209] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:03.308610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:03.311978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:03.312048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:06.317158] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:06.322239] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:06.327250] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:06.332155] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:06.337450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:06.337633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:09.342444] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:09.346060] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:09.349652] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:09.353087] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:09.356589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:09.356680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:12.361628] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:12.364895] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:12.368086] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:12.371250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:12.374697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:12.374771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:15.380897] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:15.384976] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:15.388418] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:15.392140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:15.395779] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:15.395853] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:18.400773] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:18.404080] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:18.407255] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:18.410525] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:18.413789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:18.413850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:21.418885] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:21.422635] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:21.426131] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:21.429473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:21.432882] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:21.432968] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:24.438172] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:24.441812] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:24.446105] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:24.450182] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:24.454558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:24.454662] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:27.459531] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:27.462991] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:27.466247] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:27.469484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:27.472846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:27.472921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:30.477539] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:30.481177] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:30.484551] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:30.487922] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:30.491320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:30.491396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:33.496069] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:33.500156] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:33.503865] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:33.507685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:33.511460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:33.511544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:36.517141] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:36.520922] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:36.524242] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:36.527700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:36.531253] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:36.531333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:39.536427] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:39.540620] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:39.544606] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:39.548117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:39.551529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:39.551616] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:42.557149] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:42.561754] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:42.566331] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:42.569937] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:42.573342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:42.573416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:45.577919] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:45.581165] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:45.584306] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:45.587416] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:45.590551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:45.590632] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:48.595634] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:48.599294] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:48.602682] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:48.606122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:48.609490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:48.609602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:51.614154] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:51.617796] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:51.621270] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:51.624671] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:51.628156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:51.628246] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:54.633152] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:54.636661] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:54.640619] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:54.644859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:54.649065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:54.649161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:47:57.654104] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:47:57.657471] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:47:57.660947] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:47:57.664201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:47:57.667467] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:47:57.667554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:00.673876] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:00.677994] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:00.681530] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:00.684908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:00.688453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:00.688527] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:03.693398] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:03.697372] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:03.701222] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:03.704720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:03.708292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:03.708373] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:06.712922] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:06.716285] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:06.719715] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:06.723085] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:06.726252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:06.726332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:09.731329] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:09.735472] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:09.739391] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:09.742973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:09.746350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:09.746439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:12.752333] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:12.757056] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:12.761966] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:12.766483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:12.770809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:12.770929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:15.776436] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:15.780306] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:15.783796] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:15.787251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:15.790840] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:15.790939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:18.795460] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:18.799277] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:18.802908] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:18.806380] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:18.809994] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:18.810093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:21.814934] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:21.818338] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:21.821639] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:21.825385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:21.829294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:21.829379] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:24.833928] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:24.837324] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:24.842921] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:24.847280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:24.851294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:24.851366] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:27.856486] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:27.860228] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:27.863935] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:27.867388] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:27.870869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:27.870950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:30.876931] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:30.881875] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:30.886517] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:30.891194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:30.895823] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:30.895915] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:33.901532] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:33.905342] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:33.908785] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:33.912064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:33.915337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:33.915409] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:36.920324] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:36.924653] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:36.928632] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:36.932689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:36.936296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:36.936387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:39.941110] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:39.945265] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:39.949166] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:39.953262] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:39.957697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:39.957822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:42.964021] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:42.968244] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:42.972138] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:42.975887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:42.979736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:42.979833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:45.985548] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:45.990052] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:45.994728] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:45.999641] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:46.004564] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:46.004695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:49.009755] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:49.013225] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:49.016519] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:49.019793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:49.023008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:49.023077] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:52.028110] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:52.031612] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:52.034980] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:52.038260] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:52.041490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:52.041560] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:55.046168] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:55.051174] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:55.091466] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:55.126837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:55.162737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:55.162903] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:48:58.167237] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:48:58.170696] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:48:58.174094] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:48:58.178283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:48:58.182798] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:48:58.182906] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:01.189241] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:01.193397] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:01.197776] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:01.201908] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:01.206026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:01.206252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:04.212044] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:04.216802] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:04.222545] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:04.226836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:04.230849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:04.230930] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:07.236030] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:07.239438] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:07.242723] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:07.245980] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:07.249619] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:07.249701] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:10.254791] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:10.258620] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:10.262539] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:10.266746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:10.270387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:10.270489] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:13.275210] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:13.278559] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:13.281767] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:13.285026] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:13.288503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:13.288608] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:16.293859] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:16.297516] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:16.301972] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:16.305476] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:16.308736] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:16.308803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:19.313673] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:19.317779] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:19.321774] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:19.325661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:19.329598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:19.329721] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:22.334457] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:22.338112] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:22.341480] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:22.344777] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:22.348298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:22.348387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:25.353068] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:25.356855] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:25.360993] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:25.365342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:25.369526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:25.369649] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:28.374604] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:28.378224] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:28.381569] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:28.385746] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:28.389233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:28.389312] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:31.394698] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:31.397954] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:31.401114] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:31.404882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:31.408747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:31.408833] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:34.414044] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:34.418536] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:34.422636] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:34.426690] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:34.430742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:34.430852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:37.435922] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:37.439435] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:37.443038] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:37.446550] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:37.450240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:37.450337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:40.455123] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:40.459268] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:40.464566] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:40.469810] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:40.475203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:40.475345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:43.481313] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:43.484872] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:43.488626] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:43.493209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:43.496904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:43.496980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:46.501869] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:46.505126] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:46.508296] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:46.511451] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:46.514584] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:46.514653] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:49.519938] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:49.524305] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:49.528428] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:49.532762] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:49.537018] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:49.537106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:52.542107] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:52.545454] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:52.548682] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:52.551942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:52.555118] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:52.555185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:55.560728] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:55.565286] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:55.570529] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:55.574805] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:55.579269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:55.579363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:49:58.584237] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:49:58.587931] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:49:58.591346] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:49:58.594686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:49:58.598035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:49:58.598118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:01.602753] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:01.606163] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:01.609596] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:01.612913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:01.616199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:01.616272] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:04.621031] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:04.624758] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:04.628316] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:04.631832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:04.635193] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:04.635269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:07.640612] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:07.645017] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:07.649157] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:07.653552] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:07.658481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:07.658637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:10.663335] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:10.666881] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:10.701505] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:10.742169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:10.776895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:10.777013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:13.781636] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:13.785034] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:13.789559] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:13.793282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:13.796523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:13.796607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:16.802323] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:16.806845] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:16.811385] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:16.816635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:16.822020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:16.822159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:19.826835] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:19.830124] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:19.833268] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:19.836382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:19.839627] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:19.839693] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:22.846060] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:22.850868] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:22.854765] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:22.858921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:22.863763] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:22.863876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:25.869465] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:25.874006] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:25.878910] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:25.884489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:25.888978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:25.889092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:28.893710] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:28.897767] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:28.901022] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:28.904135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:28.907260] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:28.907326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:31.912294] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:31.916132] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:31.919865] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:31.923553] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:31.927238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:31.927334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:34.932142] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:34.935862] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:34.939546] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:34.943125] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:34.946676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:34.946772] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:37.951788] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:37.956219] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:37.960226] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:37.963809] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:37.968111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:37.968226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:40.974483] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:40.979437] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:40.983669] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:40.988540] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:40.993903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:40.994084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:43.998935] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:44.002327] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:44.005655] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:44.008990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:44.012334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:44.012430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:47.018042] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:47.021746] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:47.025081] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:47.028725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:47.032497] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:47.032612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:50.037547] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:50.041250] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:50.045029] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:50.048544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:50.051966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:50.052046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:53.057276] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:53.061038] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:53.064353] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:53.067556] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:53.070841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:53.070929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:56.075927] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:56.079911] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:56.114195] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:56.148668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:56.183308] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:56.183415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:50:59.188138] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:50:59.191693] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:50:59.195207] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:50:59.198662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:50:59.202113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:50:59.202200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:02.208069] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:02.212192] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:02.216191] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:02.220062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:02.223928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:02.224028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:05.228687] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:05.232996] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:05.236895] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:05.243414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:05.246768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:05.246834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:08.251688] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:08.255684] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:08.259740] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:08.263375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:08.266929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:08.267029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:11.272094] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:11.276091] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:11.280439] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:11.284840] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:11.290035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:11.290153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:14.296075] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:14.300227] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:14.303932] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:14.307489] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:14.311171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:14.311251] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:17.318303] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:17.324243] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:17.330092] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:17.335921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:17.341641] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:17.341784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:20.347366] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:20.351064] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:20.356097] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:20.360974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:20.365562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:20.365664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:23.371229] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:23.374939] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:23.378304] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:23.381678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:23.384964] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:23.385033] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:26.390267] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:26.394688] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:26.400532] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:26.405459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:26.410232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:26.410390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:29.415164] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:29.418433] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:29.421634] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:29.424838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:29.428124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:29.428193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:32.433123] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:32.436416] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:32.439593] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:32.442727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:32.445852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:32.445921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:35.449893] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:35.453350] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:35.456464] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:35.459778] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:35.463176] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:35.463261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:38.468411] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:38.472863] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:38.476420] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:38.479627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:38.482777] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:38.482842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:41.488670] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:41.492997] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:41.497522] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:41.502141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:41.506654] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:41.506760] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:44.514404] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:44.517822] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:44.521251] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:44.524767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:44.528133] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:44.528203] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:47.533073] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:47.537227] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:47.541142] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:47.545264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:47.549054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:47.549329] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:50.553780] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:50.557025] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:50.560229] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:50.563361] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:50.566470] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:50.566537] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:53.572841] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:53.577298] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:53.581358] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:53.585323] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:53.590267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:53.590394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:56.596335] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:56.600551] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:56.604519] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:56.608318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:56.612651] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:56.612731] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:51:59.617712] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:51:59.621053] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:51:59.624188] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:51:59.627313] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:51:59.630448] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:51:59.630514] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:02.635317] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:02.639710] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:02.643700] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:02.647598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:02.651293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:02.651381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:05.657734] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:05.667075] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:05.671771] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:05.676307] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:05.680970] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:05.681086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:08.685762] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:08.689444] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:08.693199] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:08.696612] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:08.700342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:08.700558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:11.706175] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:11.710268] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:11.714126] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:11.717794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:11.721361] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:11.721468] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:14.726632] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:14.730017] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:14.733377] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:14.736739] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:14.740076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:14.740147] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:17.744926] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:17.748669] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:17.752836] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:17.756452] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:17.759954] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:17.760034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:20.764309] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:20.768308] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:20.772139] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:20.775708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:20.779256] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:20.779347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:23.783593] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:23.786892] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:23.790218] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:23.793325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:23.796420] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:23.796485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:26.801305] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:26.804870] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:26.808789] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:26.812705] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:26.816750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:26.816834] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:29.821718] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:29.825179] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:29.828570] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:29.831910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:29.835182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:29.835260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:32.839976] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:32.843699] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:32.847247] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:32.850730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:32.854101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:32.854188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:35.860080] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:35.864750] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:35.869273] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:35.873644] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:35.877977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:35.878091] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:38.882396] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:38.886115] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:38.889740] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:38.893375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:38.897038] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:38.897137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:41.902335] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:41.905830] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:41.909171] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:41.912432] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:41.915737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:41.915809] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:44.920704] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:44.925001] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:44.929181] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:44.933499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:44.937971] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:44.938121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:47.942824] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:47.946261] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:47.949606] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:47.953356] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:47.957016] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:47.957087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:50.961935] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:50.965836] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:50.969648] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:50.974103] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:50.978754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:50.978852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:53.984538] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:53.989348] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:53.994303] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:53.998941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:54.003440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:54.003550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:52:57.008735] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:52:57.012634] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:52:57.047282] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:52:57.081867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:52:57.116307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:52:57.116423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:00.122218] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:00.125847] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:00.129112] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:00.132250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:00.135391] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:00.135457] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:03.140700] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:03.144512] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:03.147844] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:03.152704] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:03.157437] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:03.157554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:06.162493] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:06.166147] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:06.169457] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:06.172727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:06.175848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:06.175916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:09.180753] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:09.184145] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:09.187424] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:09.190716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:09.193945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:09.194019] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:12.198507] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:12.201828] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:12.205048] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:12.208333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:12.211542] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:12.211637] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:15.216826] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:15.220780] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:15.224180] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:15.227423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:15.230795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:15.230865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:18.236400] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:18.240492] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:18.244311] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:18.248152] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:18.252065] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:18.252165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:21.257007] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:21.261184] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:21.265037] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:21.268883] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:21.272414] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:21.272491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:24.277475] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:24.281029] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:24.284168] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:24.287522] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:24.290765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:24.290828] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:27.295959] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:27.300474] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:27.305894] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:27.310516] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:27.315320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:27.315430] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:30.320448] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:30.324464] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:30.328339] [WARN ] [sig-status] Service 'sig' is currently running and is a dependency of this service.
[2025-12-03T20:53:30.331891] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:30.335304] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:30.335433] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:53:33.340559] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:53:33.343962] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:33.347098] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:53:33.350290] [WARN ] [sig-status] Service 'sig' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:53:33.353512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:53:33.357504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:53:33.357848] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-03T20:53:33.357932] [INFO ] [MODE      ] Using multithreaded
[2025-12-03T20:53:33.358003] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-12-03T20:53:33.363869] [DEBUG] [REMOTE    ] Found 37 available forecast dates.
[2025-12-03T20:53:33.364094] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-12-04.txt'.
[2025-12-03T20:53:33.371119] [DEBUG] [REMOTE    ] Fetched 3515 signal forecasts for 2025-12-04.
[2025-12-03T20:53:33.393420] [INFO ] [main      ] Starting parallel forecast configuration with 4 worker processes for 1 symbols
[2025-12-03T20:53:33.420256] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:53:33.441727] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:53:33.442339] [INFO ] [main      ] KTOS: Testing with 53 available features
[2025-12-03T20:53:33.442400] [INFO ] [main      ] KTOS: Establishing baseline with no features...
[2025-12-03T20:53:33.442446] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:53:33.456143] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:53:33.456593] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:53:33.458337] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:33.814704] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:53:33.979011] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:53:34.102688] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.20%
[2025-12-03T20:53:34.102841] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:53:34.103633] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:34.433215] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:53:34.599768] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:53:34.706086] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 2.62%
[2025-12-03T20:53:34.706244] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:53:34.707013] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:35.043471] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:53:35.206685] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:53:35.318606] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -1.74%
[2025-12-03T20:53:35.318740] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:53:35.319522] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:35.647936] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:53:35.813460] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:53:35.920384] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 3.58%
[2025-12-03T20:53:35.920511] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:53:35.921286] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:36.249385] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:53:36.413153] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:53:36.523406] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 8.18%
[2025-12-03T20:53:36.523548] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:53:36.524302] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:36.852331] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:53:37.018602] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:53:37.119260] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.61%
[2025-12-03T20:53:37.119409] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:53:37.120169] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:37.447433] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:53:37.612772] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:53:37.713774] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.97%
[2025-12-03T20:53:37.713892] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:53:37.714651] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:38.050221] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:53:38.217448] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:53:38.320343] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -5.56%
[2025-12-03T20:53:38.320507] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:53:38.321264] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:38.652783] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:53:38.828481] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:53:38.929697] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 5.90%
[2025-12-03T20:53:38.929836] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:53:38.930595] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T20:53:39.257703] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:53:39.421559] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:53:39.522927] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -9.27%
[2025-12-03T20:53:39.687708] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.20%, Actual: 0.15%
[2025-12-03T20:53:39.854047] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 2.62%, Actual: 3.26%
[2025-12-03T20:53:40.017434] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -1.74%, Actual: 1.86%
[2025-12-03T20:53:40.181697] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 3.58%, Actual: 0.79%
[2025-12-03T20:53:40.344819] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 8.18%, Actual: 1.58%
[2025-12-03T20:53:40.506856] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.61%, Actual: 1.87%
[2025-12-03T20:53:40.669643] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.97%, Actual: 11.60%
[2025-12-03T20:53:40.832932] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -5.56%, Actual: 7.16%
[2025-12-03T20:53:40.996441] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 5.90%, Actual: 0.26%
[2025-12-03T20:53:41.158856] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -9.27%, Actual: 2.31%
[2025-12-03T20:53:41.159056] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 45.0471%
[2025-12-03T20:53:41.159109] [INFO ] [main      ] KTOS: Baseline score (no features): 45.0471%
[2025-12-03T20:53:41.159154] [INFO ] [main      ] KTOS: Testing feature 1/53: add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:41.159184] [DEBUG] [main      ] Testing with features: ['add_afternoon_v_morning_volatility_mix']
[2025-12-03T20:53:41.159217] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:53:41.171329] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:53:41.171689] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:53:41.172517] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:41.172613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:41.177704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:41.510355] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:53:41.674608] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:53:41.782092] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.17% | Symbol ETA: 5m 22s | Global ETA: N/A
[2025-12-03T20:53:41.782194] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:53:41.782991] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:41.783049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:41.787732] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:42.118743] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:53:42.284327] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:53:42.388759] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.99% | Symbol ETA: 5m 21s | Global ETA: N/A
[2025-12-03T20:53:42.388895] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:53:42.389676] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:42.389743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:42.394377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:42.730892] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:53:42.899381] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:53:43.008254] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.68% | Symbol ETA: 5m 23s | Global ETA: N/A
[2025-12-03T20:53:43.008370] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:53:43.009136] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:43.009191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:43.013859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:43.358495] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:53:43.522148] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:53:43.625904] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.85% | Symbol ETA: 5m 23s | Global ETA: N/A
[2025-12-03T20:53:43.626023] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:53:43.626784] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:43.626840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:43.631455] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:43.961290] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:53:44.127554] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:53:44.231830] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.61% | Symbol ETA: 5m 21s | Global ETA: N/A
[2025-12-03T20:53:44.231951] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:53:44.232715] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:44.232771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:44.237330] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:44.570489] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:53:44.733681] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:53:44.840842] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.19% | Symbol ETA: 5m 20s | Global ETA: N/A
[2025-12-03T20:53:44.840961] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:53:44.841786] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:44.841845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:44.846800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:45.191775] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:53:45.360122] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:53:45.467148] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.67% | Symbol ETA: 5m 21s | Global ETA: N/A
[2025-12-03T20:53:45.467267] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:53:45.468230] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:45.468300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:45.473209] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:45.814289] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:53:46.006645] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:53:46.113354] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.13% | Symbol ETA: 5m 22s | Global ETA: N/A
[2025-12-03T20:53:46.113493] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:53:46.114263] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:46.114319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:46.118947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:46.457105] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:53:46.622850] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:53:46.724744] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 6.22% | Symbol ETA: 5m 21s | Global ETA: N/A
[2025-12-03T20:53:46.724863] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:53:46.725730] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:53:46.725797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T20:53:46.730669] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:47.064965] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:53:47.234559] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:53:47.338458] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -8.47% | Symbol ETA: 5m 21s | Global ETA: N/A
[2025-12-03T20:53:47.508441] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.17%, Actual: 0.15%
[2025-12-03T20:53:47.685441] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.99%, Actual: 3.26%
[2025-12-03T20:53:47.859303] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.68%, Actual: 1.86%
[2025-12-03T20:53:48.033279] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.85%, Actual: 0.79%
[2025-12-03T20:53:48.206204] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.61%, Actual: 1.58%
[2025-12-03T20:53:48.370265] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.19%, Actual: 1.87%
[2025-12-03T20:53:48.534087] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.67%, Actual: 11.60%
[2025-12-03T20:53:48.698421] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.13%, Actual: 7.16%
[2025-12-03T20:53:48.862455] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 6.22%, Actual: 0.26%
[2025-12-03T20:53:49.028182] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -8.47%, Actual: 2.31%
[2025-12-03T20:53:49.028371] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 39.3199%
[2025-12-03T20:53:49.028424] [INFO ] [main      ] KTOS: DISCARDED add_afternoon_v_morning_volatility_mix (score: 39.32%)
[2025-12-03T20:53:49.028462] [INFO ] [main      ] KTOS: Testing feature 2/53: add_atr
[2025-12-03T20:53:49.028492] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr']
[2025-12-03T20:53:49.028526] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:53:49.041978] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:53:49.042361] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:53:49.043229] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:49.043286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:49.045084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:49.045808] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:49.390679] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:53:49.553797] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:53:49.666617] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 2.34% | Symbol ETA: 6m 47s | Global ETA: N/A
[2025-12-03T20:53:49.666733] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:53:49.667468] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:49.667523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:49.669215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:49.669760] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:50.091728] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:53:50.259889] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:53:50.372003] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 2.10% | Symbol ETA: 6m 47s | Global ETA: N/A
[2025-12-03T20:53:50.372124] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:53:50.372908] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:50.372964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:50.374617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:50.375088] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:50.712823] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:53:50.884016] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:53:50.991774] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -2.62% | Symbol ETA: 6m 46s | Global ETA: N/A
[2025-12-03T20:53:50.991897] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:53:50.992676] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:50.992733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:50.994336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:50.994822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:51.343731] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:53:51.510020] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:53:51.615387] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -3.70% | Symbol ETA: 6m 45s | Global ETA: N/A
[2025-12-03T20:53:51.615506] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:53:51.616275] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:51.616331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:51.617954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:51.618465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:51.965867] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:53:52.136788] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:53:52.243796] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.17% | Symbol ETA: 6m 45s | Global ETA: N/A
[2025-12-03T20:53:52.243917] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:53:52.244702] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:52.244758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:52.246386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:52.246883] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:52.591201] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:53:52.762722] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:53:52.870043] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 6m 44s | Global ETA: N/A
[2025-12-03T20:53:52.870163] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:53:52.870956] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:52.871016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:52.872808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:52.873287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:53.210418] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:53:53.378645] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:53:53.484025] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.64% | Symbol ETA: 6m 43s | Global ETA: N/A
[2025-12-03T20:53:53.484145] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:53:53.484903] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:53.484959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:53.486546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:53.487028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:53.825347] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:53:53.995888] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:53:54.100811] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 6m 43s | Global ETA: N/A
[2025-12-03T20:53:54.100958] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:53:54.101723] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:54.101780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:54.103397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:54.103881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:54.443751] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:53:54.610699] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:53:54.716254] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.22% | Symbol ETA: 6m 42s | Global ETA: N/A
[2025-12-03T20:53:54.716381] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:53:54.717331] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:54.717393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:54.719310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T20:53:54.719838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:55.060240] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:53:55.230389] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:53:55.336183] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.85% | Symbol ETA: 6m 41s | Global ETA: N/A
[2025-12-03T20:53:55.505689] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 2.34%, Actual: 0.15%
[2025-12-03T20:53:55.677689] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 2.10%, Actual: 3.26%
[2025-12-03T20:53:55.848264] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -2.62%, Actual: 1.86%
[2025-12-03T20:53:56.015981] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -3.70%, Actual: 0.79%
[2025-12-03T20:53:56.185795] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.17%, Actual: 1.58%
[2025-12-03T20:53:56.364803] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.93%, Actual: 1.87%
[2025-12-03T20:53:56.559756] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.64%, Actual: 11.60%
[2025-12-03T20:53:56.725361] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 7.16%
[2025-12-03T20:53:56.890675] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.22%, Actual: 0.26%
[2025-12-03T20:53:57.056822] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.85%, Actual: 2.31%
[2025-12-03T20:53:57.057007] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 31.2711%
[2025-12-03T20:53:57.057089] [INFO ] [main      ] KTOS: DISCARDED add_atr (score: 31.27%)
[2025-12-03T20:53:57.057132] [INFO ] [main      ] KTOS: Testing feature 3/53: add_atr_10
[2025-12-03T20:53:57.057162] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_10']
[2025-12-03T20:53:57.057197] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:53:57.074304] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:53:57.074955] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:53:57.075993] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:57.076054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:57.077850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:53:57.078464] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:57.427504] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:53:57.599119] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:53:57.716462] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 4.97% | Symbol ETA: 3m 26s | Global ETA: N/A
[2025-12-03T20:53:57.716675] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:53:57.717921] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:57.718010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:57.720075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:53:57.720769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:58.065503] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:53:58.232536] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:53:58.341607] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 2.27% | Symbol ETA: 3m 26s | Global ETA: N/A
[2025-12-03T20:53:58.341729] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:53:58.342480] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:58.342536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:58.344166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:53:58.344644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:58.675113] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:53:58.843164] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:53:58.957147] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.40% | Symbol ETA: 3m 25s | Global ETA: N/A
[2025-12-03T20:53:58.957271] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:53:58.958078] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:58.958137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:58.959787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:53:58.960290] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:59.296152] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:53:59.477040] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:53:59.587885] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.65% | Symbol ETA: 3m 24s | Global ETA: N/A
[2025-12-03T20:53:59.588004] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:53:59.588848] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:53:59.588906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:53:59.590632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:53:59.591151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:53:59.940895] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:54:00.127924] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:54:00.236616] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 12.00% | Symbol ETA: 3m 24s | Global ETA: N/A
[2025-12-03T20:54:00.236732] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:54:00.237469] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:00.237525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:00.239166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:54:00.239687] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:00.583317] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:54:00.755510] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:54:00.862874] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -3.40% | Symbol ETA: 3m 23s | Global ETA: N/A
[2025-12-03T20:54:00.862994] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:54:00.863836] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:00.863895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:00.865623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:54:00.866104] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:01.220976] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:54:01.395412] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:54:01.503885] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.23% | Symbol ETA: 3m 23s | Global ETA: N/A
[2025-12-03T20:54:01.504007] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:54:01.504781] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:01.504838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:01.506444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:54:01.506925] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:01.883434] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:54:02.057280] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:54:02.163949] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: 0.25% | Symbol ETA: 3m 22s | Global ETA: N/A
[2025-12-03T20:54:02.164078] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:54:02.164911] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:02.164971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:02.166696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:54:02.167190] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:02.527977] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:54:02.703314] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:54:02.816191] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 8.64% | Symbol ETA: 3m 21s | Global ETA: N/A
[2025-12-03T20:54:02.816310] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:54:02.817081] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:02.817138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:02.818793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:54:02.819248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:03.160170] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:54:03.328827] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:54:03.436626] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -6.97% | Symbol ETA: 3m 21s | Global ETA: N/A
[2025-12-03T20:54:03.600561] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 4.97%, Actual: 0.15%
[2025-12-03T20:54:03.766930] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 2.27%, Actual: 3.26%
[2025-12-03T20:54:03.932690] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.40%, Actual: 1.86%
[2025-12-03T20:54:04.096534] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.65%, Actual: 0.79%
[2025-12-03T20:54:04.263830] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 12.00%, Actual: 1.58%
[2025-12-03T20:54:04.482673] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -3.40%, Actual: 1.87%
[2025-12-03T20:54:04.648524] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.23%, Actual: 11.60%
[2025-12-03T20:54:04.815504] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: 0.25%, Actual: 7.16%
[2025-12-03T20:54:04.986914] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 8.64%, Actual: 0.26%
[2025-12-03T20:54:05.151932] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -6.97%, Actual: 2.31%
[2025-12-03T20:54:05.152123] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 33.2532%
[2025-12-03T20:54:05.152203] [INFO ] [main      ] KTOS: DISCARDED add_atr_10 (score: 33.25%)
[2025-12-03T20:54:05.152294] [INFO ] [main      ] KTOS: Testing feature 4/53: add_atr_5
[2025-12-03T20:54:05.152328] [DEBUG] [main      ] Testing with features: ['add_true_range', 'add_atr_5']
[2025-12-03T20:54:05.152361] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:54:05.170428] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:54:05.170911] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:54:05.172169] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:05.172244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:05.174819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:05.175527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:05.552438] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:54:05.729855] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:54:05.877591] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 2.34% | Symbol ETA: 2m 19s | Global ETA: N/A
[2025-12-03T20:54:05.877747] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:54:05.879020] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:05.879100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:05.881657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:05.882379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:06.304284] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:54:06.485641] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:54:06.603943] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 2.10% | Symbol ETA: 2m 18s | Global ETA: N/A
[2025-12-03T20:54:06.604064] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:54:06.604868] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:06.604927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:06.606594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:06.607074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:06.973419] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:54:07.149937] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:54:07.259245] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -2.62% | Symbol ETA: 2m 17s | Global ETA: N/A
[2025-12-03T20:54:07.259362] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:54:07.260144] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:07.260202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:07.261825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:07.262291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:07.599067] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:54:07.770802] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:54:07.877251] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -3.70% | Symbol ETA: 2m 16s | Global ETA: N/A
[2025-12-03T20:54:07.877368] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:54:07.878156] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:07.878213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:07.879856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:07.880371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:08.226146] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:54:08.395066] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:54:08.502932] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.17% | Symbol ETA: 2m 16s | Global ETA: N/A
[2025-12-03T20:54:08.503048] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:54:08.503826] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:08.503899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:08.505486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:08.505958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:08.853859] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:54:09.024678] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:54:09.137314] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.93% | Symbol ETA: 2m 15s | Global ETA: N/A
[2025-12-03T20:54:09.137437] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:54:09.138243] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:09.138300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:09.139938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:09.140465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:09.478164] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:54:09.645095] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:54:09.749846] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.64% | Symbol ETA: 2m 14s | Global ETA: N/A
[2025-12-03T20:54:09.749963] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:54:09.750731] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:09.750787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:09.752409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:09.752910] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:10.086157] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:54:10.251352] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:54:10.354884] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: 0.11% | Symbol ETA: 2m 14s | Global ETA: N/A
[2025-12-03T20:54:10.354999] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:54:10.355767] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:10.355823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:10.357492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:10.357974] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:10.689938] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:54:10.860888] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:54:10.965444] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.22% | Symbol ETA: 2m 13s | Global ETA: N/A
[2025-12-03T20:54:10.965560] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:54:10.966319] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:10.966376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:54:10.967974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T20:54:10.968443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:11.304658] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:54:11.470241] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:54:11.575754] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.85% | Symbol ETA: 2m 12s | Global ETA: N/A
[2025-12-03T20:54:11.745304] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 2.34%, Actual: 0.15%
[2025-12-03T20:54:11.916152] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 2.10%, Actual: 3.26%
[2025-12-03T20:54:12.094142] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -2.62%, Actual: 1.86%
[2025-12-03T20:54:12.264783] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -3.70%, Actual: 0.79%
[2025-12-03T20:54:12.438126] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.17%, Actual: 1.58%
[2025-12-03T20:54:12.607517] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.93%, Actual: 1.87%
[2025-12-03T20:54:12.772330] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.64%, Actual: 11.60%
[2025-12-03T20:54:12.941023] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: 0.11%, Actual: 7.16%
[2025-12-03T20:54:13.145964] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.22%, Actual: 0.26%
[2025-12-03T20:54:13.322568] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.85%, Actual: 2.31%
[2025-12-03T20:54:13.322777] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 31.2711%
[2025-12-03T20:54:13.322858] [INFO ] [main      ] KTOS: DISCARDED add_atr_5 (score: 31.27%)
[2025-12-03T20:54:13.322903] [INFO ] [main      ] KTOS: Testing feature 5/53: add_close_to_open_alignment
[2025-12-03T20:54:13.322934] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment']
[2025-12-03T20:54:13.322969] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:54:13.341003] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:54:13.341501] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:54:13.342828] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:13.342938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:13.344072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:13.710229] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:54:13.876681] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:54:13.982856] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 1.73% | Symbol ETA: 1m 44s | Global ETA: N/A
[2025-12-03T20:54:13.982970] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:54:13.983742] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:13.983798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:13.984462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:14.342510] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:54:14.508408] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:54:14.616424] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 2.58% | Symbol ETA: 1m 43s | Global ETA: N/A
[2025-12-03T20:54:14.616515] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:54:14.617276] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:14.617332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:14.618040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:14.948473] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:54:15.114418] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:54:15.221161] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -4.73% | Symbol ETA: 1m 42s | Global ETA: N/A
[2025-12-03T20:54:15.221279] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:54:15.222090] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:15.222146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:15.222828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:15.555794] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:54:15.723654] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:54:15.831924] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.76% | Symbol ETA: 1m 42s | Global ETA: N/A
[2025-12-03T20:54:15.832044] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:54:15.832848] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:15.832906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:15.833608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:16.175781] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:54:16.344250] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:54:16.449032] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.43% | Symbol ETA: 1m 41s | Global ETA: N/A
[2025-12-03T20:54:16.449148] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:54:16.449919] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:16.449975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:16.450648] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:16.785245] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:54:16.966689] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:54:17.068339] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 1.53% | Symbol ETA: 1m 41s | Global ETA: N/A
[2025-12-03T20:54:17.068463] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:54:17.069249] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:17.069306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:17.069988] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:17.403829] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:54:17.570330] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:54:17.672548] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.11% | Symbol ETA: 1m 40s | Global ETA: N/A
[2025-12-03T20:54:17.672686] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:54:17.673425] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:17.673480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:17.674155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:18.008778] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:54:18.176926] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:54:18.279500] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -6.56% | Symbol ETA: 1m 39s | Global ETA: N/A
[2025-12-03T20:54:18.279649] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:54:18.280413] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:18.280469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:18.281155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:18.618493] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:54:18.783741] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:54:18.883914] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 7.02% | Symbol ETA: 1m 39s | Global ETA: N/A
[2025-12-03T20:54:18.884035] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:54:18.884798] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T20:54:18.884854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:18.885516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:19.222881] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:54:19.401609] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:54:19.501129] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -3.39% | Symbol ETA: 1m 38s | Global ETA: N/A
[2025-12-03T20:54:19.668566] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 1.73%, Actual: 0.15%
[2025-12-03T20:54:19.840870] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 2.58%, Actual: 3.26%
[2025-12-03T20:54:20.008241] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -4.73%, Actual: 1.86%
[2025-12-03T20:54:20.175749] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.76%, Actual: 0.79%
[2025-12-03T20:54:20.345257] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.43%, Actual: 1.58%
[2025-12-03T20:54:20.514182] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 1.53%, Actual: 1.87%
[2025-12-03T20:54:20.686329] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.11%, Actual: 11.60%
[2025-12-03T20:54:20.856097] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -6.56%, Actual: 7.16%
[2025-12-03T20:54:21.022631] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 7.02%, Actual: 0.26%
[2025-12-03T20:54:21.188192] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.39%, Actual: 2.31%
[2025-12-03T20:54:21.188377] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 45.3210%
[2025-12-03T20:54:21.188459] [INFO ] [main      ] KTOS: KEPT add_close_to_open_alignment (score: 45.32%)
[2025-12-03T20:54:21.188498] [INFO ] [main      ] KTOS: Testing feature 6/53: add_composite_volatility_context
[2025-12-03T20:54:21.188530] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_composite_volatility_context']
[2025-12-03T20:54:21.188563] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:54:21.201823] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:54:21.202166] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:54:21.202997] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:21.203056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:21.203767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:21.204693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:21.537545] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:54:21.707446] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:54:21.813372] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.11% | Symbol ETA: 1m 19s | Global ETA: N/A
[2025-12-03T20:54:21.813488] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:54:21.814249] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:21.814306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:21.815140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:21.816025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:22.154164] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:54:22.322994] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:54:22.431102] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.21% | Symbol ETA: 1m 19s | Global ETA: N/A
[2025-12-03T20:54:22.431221] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:54:22.432005] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:22.432063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:22.432760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:22.433592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:22.770070] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:54:22.937038] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:54:23.040039] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -1.58% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-12-03T20:54:23.040160] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:54:23.040925] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:23.040981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:23.041660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:23.042467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:23.379254] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:54:23.546686] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:54:23.651525] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -3.24% | Symbol ETA: 1m 18s | Global ETA: N/A
[2025-12-03T20:54:23.651658] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:54:23.652393] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:23.652451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:23.653143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:23.653977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:23.992748] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:54:24.160597] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:54:24.261524] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 8.20% | Symbol ETA: 1m 17s | Global ETA: N/A
[2025-12-03T20:54:24.261659] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:54:24.262398] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:24.262455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:24.263148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:24.263985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:24.604769] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:54:24.775233] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:54:24.878694] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 0.86% | Symbol ETA: 1m 16s | Global ETA: N/A
[2025-12-03T20:54:24.878813] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:54:24.879556] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:24.879635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:24.880296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:24.881156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:25.233883] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:54:25.402866] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:54:25.506766] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.61% | Symbol ETA: 1m 16s | Global ETA: N/A
[2025-12-03T20:54:25.506891] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:54:25.507679] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:25.507737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:25.508443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:25.509327] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:25.850661] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:54:26.018792] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:54:26.120519] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -1.69% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-12-03T20:54:26.120657] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:54:26.121422] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:26.121480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:26.122184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:26.123048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:26.460991] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:54:26.627665] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:54:26.726785] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 1m 15s | Global ETA: N/A
[2025-12-03T20:54:26.726900] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:54:26.727659] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:26.727716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:26.728441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T20:54:26.729321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:27.063901] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:54:27.232200] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:54:27.332208] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -0.09% | Symbol ETA: 1m 14s | Global ETA: N/A
[2025-12-03T20:54:27.502521] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.11%, Actual: 0.15%
[2025-12-03T20:54:27.669638] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.21%, Actual: 3.26%
[2025-12-03T20:54:27.836449] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -1.58%, Actual: 1.86%
[2025-12-03T20:54:28.000320] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -3.24%, Actual: 0.79%
[2025-12-03T20:54:28.165823] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 8.20%, Actual: 1.58%
[2025-12-03T20:54:28.330944] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 0.86%, Actual: 1.87%
[2025-12-03T20:54:28.496928] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.61%, Actual: 11.60%
[2025-12-03T20:54:28.661271] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 7.16%
[2025-12-03T20:54:28.824822] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.26%
[2025-12-03T20:54:28.989822] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -0.09%, Actual: 2.31%
[2025-12-03T20:54:28.989982] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 35.4468%
[2025-12-03T20:54:28.990032] [INFO ] [main      ] KTOS: DISCARDED add_composite_volatility_context (score: 35.45%)
[2025-12-03T20:54:28.990068] [INFO ] [main      ] KTOS: Testing feature 7/53: add_day_shape_ratios
[2025-12-03T20:54:28.990114] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_day_shape_ratios']
[2025-12-03T20:54:28.990150] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:54:29.068311] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:54:29.068766] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:54:29.069754] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:29.069827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:29.070604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:29.073036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:29.414641] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:54:29.587147] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:54:29.696297] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -0.34% | Symbol ETA: 1m 5s | Global ETA: N/A
[2025-12-03T20:54:29.696400] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:54:29.697205] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:29.697262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:29.697942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:29.700274] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:30.031903] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:54:30.205516] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:54:30.313203] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -3.13% | Symbol ETA: 1m 5s | Global ETA: N/A
[2025-12-03T20:54:30.313317] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:54:30.314088] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:30.314144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:30.314818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:30.317113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:30.668079] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:54:30.840539] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:54:30.946533] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.14% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-12-03T20:54:30.946673] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:54:30.947417] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:30.947473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:30.948177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:30.950536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:31.302322] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:54:31.478256] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:54:31.585915] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 4.45% | Symbol ETA: 1m 4s | Global ETA: N/A
[2025-12-03T20:54:31.586038] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:54:31.586830] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:31.586888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:31.587546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:31.589888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:31.926403] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:54:32.146887] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:54:32.253853] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 7.40% | Symbol ETA: 1m 3s | Global ETA: N/A
[2025-12-03T20:54:32.253969] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:54:32.254736] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:32.254792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:32.255477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:32.257798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:32.593428] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:54:32.758890] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:54:32.865842] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-12-03T20:54:32.865963] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:54:32.866745] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:32.866803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:32.867469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:32.869801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:33.204979] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:54:33.373158] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:54:33.476823] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.59% | Symbol ETA: 1m 2s | Global ETA: N/A
[2025-12-03T20:54:33.476943] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:54:33.477709] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:33.477766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:33.478447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:33.480840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:33.812996] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:54:33.978956] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:54:34.082141] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: 2.57% | Symbol ETA: 1m 1s | Global ETA: N/A
[2025-12-03T20:54:34.082254] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:54:34.083031] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:34.083088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:34.083759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:34.086035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:34.421487] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:54:34.595558] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:54:34.702615] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: -0.13% | Symbol ETA: 1m 0s | Global ETA: N/A
[2025-12-03T20:54:34.702736] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:54:34.703503] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:34.703560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:34.704264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T20:54:34.706688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:35.059627] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:54:35.234428] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:54:35.340144] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.53% | Symbol ETA: 59.8s | Global ETA: N/A
[2025-12-03T20:54:35.515007] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -0.34%, Actual: 0.15%
[2025-12-03T20:54:35.693249] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -3.13%, Actual: 3.26%
[2025-12-03T20:54:35.866700] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.14%, Actual: 1.86%
[2025-12-03T20:54:36.033839] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 4.45%, Actual: 0.79%
[2025-12-03T20:54:36.200978] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 7.40%, Actual: 1.58%
[2025-12-03T20:54:36.371697] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -1.00%, Actual: 1.87%
[2025-12-03T20:54:36.538837] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.59%, Actual: 11.60%
[2025-12-03T20:54:36.703705] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: 2.57%, Actual: 7.16%
[2025-12-03T20:54:36.871815] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: -0.13%, Actual: 0.26%
[2025-12-03T20:54:37.042507] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.53%, Actual: 2.31%
[2025-12-03T20:54:37.042767] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 41.1971%
[2025-12-03T20:54:37.042862] [INFO ] [main      ] KTOS: DISCARDED add_day_shape_ratios (score: 41.20%)
[2025-12-03T20:54:37.042905] [INFO ] [main      ] KTOS: Testing feature 8/53: add_directional_consistency
[2025-12-03T20:54:37.042938] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_directional_consistency']
[2025-12-03T20:54:37.042973] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:54:37.055940] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:54:37.056310] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:54:37.057154] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:37.057213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:37.057924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:37.169828] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:37.509730] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:54:37.681229] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:54:37.787683] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -0.24% | Symbol ETA: 58.3s | Global ETA: N/A
[2025-12-03T20:54:37.787801] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:54:37.791784] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:37.791850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:37.792534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:37.903541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:38.241441] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:54:38.413776] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:54:38.521369] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.96% | Symbol ETA: 57.6s | Global ETA: N/A
[2025-12-03T20:54:38.521511] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:54:38.522274] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:38.522332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:38.523028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:38.637452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:38.981639] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:54:39.151470] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:54:39.262715] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.21% | Symbol ETA: 56.9s | Global ETA: N/A
[2025-12-03T20:54:39.262837] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:54:39.263618] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:39.263678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:39.264351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:39.377645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:39.711304] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:54:39.877275] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:54:39.981486] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.36% | Symbol ETA: 56.2s | Global ETA: N/A
[2025-12-03T20:54:39.981628] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:54:39.982400] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:39.982458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:39.983170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:40.092036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:40.425590] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:54:40.592778] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:54:40.701597] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 7.72% | Symbol ETA: 55.4s | Global ETA: N/A
[2025-12-03T20:54:40.701713] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:54:40.702451] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:40.702508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:40.703187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:40.813159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:41.165288] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:54:41.342312] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:54:41.447821] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 1.01% | Symbol ETA: 54.7s | Global ETA: N/A
[2025-12-03T20:54:41.447939] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:54:41.448771] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:41.448831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:41.449543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:41.565006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:41.916464] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:54:42.084376] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:54:42.189028] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 4.73% | Symbol ETA: 54.0s | Global ETA: N/A
[2025-12-03T20:54:42.189145] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:54:42.189913] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:42.189971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:42.190640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:42.297288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:42.643926] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:54:42.814138] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:54:42.927738] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.69% | Symbol ETA: 53.2s | Global ETA: N/A
[2025-12-03T20:54:42.927855] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:54:42.928647] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:42.928719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:42.929389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:43.033454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:43.370472] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:54:43.537130] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:54:43.637282] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 8.72% | Symbol ETA: 52.5s | Global ETA: N/A
[2025-12-03T20:54:43.637400] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:54:43.638186] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:43.638243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:43.638923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T20:54:43.743320] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:44.080886] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:54:44.247688] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:54:44.349445] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -6.33% | Symbol ETA: 51.8s | Global ETA: N/A
[2025-12-03T20:54:44.515849] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -0.24%, Actual: 0.15%
[2025-12-03T20:54:44.685768] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.96%, Actual: 3.26%
[2025-12-03T20:54:44.851876] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.21%, Actual: 1.86%
[2025-12-03T20:54:45.019031] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.36%, Actual: 0.79%
[2025-12-03T20:54:45.185325] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 7.72%, Actual: 1.58%
[2025-12-03T20:54:45.354724] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 1.01%, Actual: 1.87%
[2025-12-03T20:54:45.521631] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 4.73%, Actual: 11.60%
[2025-12-03T20:54:45.687152] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.69%, Actual: 7.16%
[2025-12-03T20:54:45.855046] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 8.72%, Actual: 0.26%
[2025-12-03T20:54:46.021931] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -6.33%, Actual: 2.31%
[2025-12-03T20:54:46.022110] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 39.5170%
[2025-12-03T20:54:46.022189] [INFO ] [main      ] KTOS: DISCARDED add_directional_consistency (score: 39.52%)
[2025-12-03T20:54:46.022232] [INFO ] [main      ] KTOS: Testing feature 9/53: add_fullday_parkinson_range
[2025-12-03T20:54:46.022262] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_fullday_parkinson_range']
[2025-12-03T20:54:46.022295] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:54:46.035068] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:54:46.035423] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:54:46.036239] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:46.036296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:46.037017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:46.038628] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:46.374939] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:54:46.541873] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:54:46.650075] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 2.65% | Symbol ETA: 54.9s | Global ETA: N/A
[2025-12-03T20:54:46.650193] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:54:46.650960] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:46.651016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:46.651696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:46.653333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:46.990256] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:54:47.156339] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:54:47.261807] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 54.3s | Global ETA: N/A
[2025-12-03T20:54:47.261926] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:54:47.262699] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:47.262755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:47.263412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:47.264975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:47.603247] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:54:47.770438] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:54:47.874151] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.33% | Symbol ETA: 53.7s | Global ETA: N/A
[2025-12-03T20:54:47.874275] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:54:47.875032] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:47.875089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:47.875765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:47.877307] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:48.211883] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:54:48.381347] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:54:48.485801] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -1.55% | Symbol ETA: 53.1s | Global ETA: N/A
[2025-12-03T20:54:48.485919] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:54:48.486693] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:48.486750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:48.487412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:48.488998] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:48.822992] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:54:48.990445] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:54:49.100012] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 8.88% | Symbol ETA: 52.5s | Global ETA: N/A
[2025-12-03T20:54:49.100131] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:54:49.100956] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:49.101022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:49.101759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:49.103376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:49.441518] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:54:49.628322] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:54:49.735478] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -1.66% | Symbol ETA: 51.9s | Global ETA: N/A
[2025-12-03T20:54:49.735624] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:54:49.736388] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:49.736449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:49.737151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:49.738794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:50.094990] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:54:50.262410] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:54:50.363500] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.88% | Symbol ETA: 51.2s | Global ETA: N/A
[2025-12-03T20:54:50.363641] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:54:50.364375] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:50.364431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:50.365110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:50.366675] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:50.708412] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:54:50.902568] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:54:51.016486] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.25% | Symbol ETA: 50.6s | Global ETA: N/A
[2025-12-03T20:54:51.016660] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:54:51.017900] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:51.018042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:51.019088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:51.020973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:51.403849] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:54:51.571840] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:54:51.674332] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.55% | Symbol ETA: 50.0s | Global ETA: N/A
[2025-12-03T20:54:51.674455] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:54:51.675250] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:51.675311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:51.676006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T20:54:51.677744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:52.025078] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:54:52.205509] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:54:52.310534] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -6.73% | Symbol ETA: 49.4s | Global ETA: N/A
[2025-12-03T20:54:52.483873] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 2.65%, Actual: 0.15%
[2025-12-03T20:54:52.657763] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.28%, Actual: 3.26%
[2025-12-03T20:54:52.832145] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.33%, Actual: 1.86%
[2025-12-03T20:54:53.011320] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -1.55%, Actual: 0.79%
[2025-12-03T20:54:53.184542] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 8.88%, Actual: 1.58%
[2025-12-03T20:54:53.356704] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -1.66%, Actual: 1.87%
[2025-12-03T20:54:53.529009] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.88%, Actual: 11.60%
[2025-12-03T20:54:53.702632] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.25%, Actual: 7.16%
[2025-12-03T20:54:53.870941] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.55%, Actual: 0.26%
[2025-12-03T20:54:54.044465] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -6.73%, Actual: 2.31%
[2025-12-03T20:54:54.044669] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 33.6011%
[2025-12-03T20:54:54.044758] [INFO ] [main      ] KTOS: DISCARDED add_fullday_parkinson_range (score: 33.60%)
[2025-12-03T20:54:54.044809] [INFO ] [main      ] KTOS: Testing feature 10/53: add_gap_fill_state
[2025-12-03T20:54:54.044841] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_fill_state']
[2025-12-03T20:54:54.044878] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:54:54.058621] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:54:54.059009] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:54:54.059874] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:54.059935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:54.060714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:54.100510] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:54.447773] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:54:54.622888] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:54:54.737697] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 3.15% | Symbol ETA: 44.4s | Global ETA: N/A
[2025-12-03T20:54:54.737822] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:54:54.738676] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:54.738737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:54.739538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:54.781668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:55.149167] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:54:55.321997] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:54:55.428630] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.46% | Symbol ETA: 43.8s | Global ETA: N/A
[2025-12-03T20:54:55.428752] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:54:55.429524] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:55.429612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:55.430327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:55.470255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:55.818316] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:54:55.991810] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:54:56.096303] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.39% | Symbol ETA: 43.1s | Global ETA: N/A
[2025-12-03T20:54:56.096432] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:54:56.097234] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:56.097312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:56.098086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:56.137390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:56.484091] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:54:56.652092] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:54:56.759398] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 42.4s | Global ETA: N/A
[2025-12-03T20:54:56.759514] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:54:56.760268] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:56.760345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:56.761032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:56.799361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:57.143721] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:54:57.312991] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:54:57.422416] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 11.25% | Symbol ETA: 41.7s | Global ETA: N/A
[2025-12-03T20:54:57.422533] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:54:57.423401] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:57.423472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:57.424325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:57.462017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:57.804873] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:54:57.973099] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:54:58.076849] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 2.33% | Symbol ETA: 41.0s | Global ETA: N/A
[2025-12-03T20:54:58.076968] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:54:58.077758] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:58.077814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:58.078512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:58.117389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:58.457398] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:54:58.628602] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:54:58.738671] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.82% | Symbol ETA: 40.3s | Global ETA: N/A
[2025-12-03T20:54:58.738810] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:54:58.739696] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:58.739954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:58.740761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:58.779735] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:59.126203] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:54:59.312985] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:54:59.454432] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -5.02% | Symbol ETA: 39.7s | Global ETA: N/A
[2025-12-03T20:54:59.454617] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:54:59.455699] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:54:59.455791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:54:59.456798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:54:59.504844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:54:59.984948] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:55:00.172088] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:55:00.284470] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 2.10% | Symbol ETA: 39.0s | Global ETA: N/A
[2025-12-03T20:55:00.284613] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:55:00.285436] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:00.285506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:00.286320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T20:55:00.324654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:00.710937] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:55:00.894096] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:55:01.004864] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.81% | Symbol ETA: 38.3s | Global ETA: N/A
[2025-12-03T20:55:01.179188] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 3.15%, Actual: 0.15%
[2025-12-03T20:55:01.348857] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.46%, Actual: 3.26%
[2025-12-03T20:55:01.514215] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.39%, Actual: 1.86%
[2025-12-03T20:55:01.679334] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.43%, Actual: 0.79%
[2025-12-03T20:55:01.849283] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 11.25%, Actual: 1.58%
[2025-12-03T20:55:02.051943] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 2.33%, Actual: 1.87%
[2025-12-03T20:55:02.233823] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.82%, Actual: 11.60%
[2025-12-03T20:55:02.407714] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -5.02%, Actual: 7.16%
[2025-12-03T20:55:02.581118] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 2.10%, Actual: 0.26%
[2025-12-03T20:55:02.756705] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.81%, Actual: 2.31%
[2025-12-03T20:55:02.756903] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 35.1883%
[2025-12-03T20:55:02.756989] [INFO ] [main      ] KTOS: DISCARDED add_gap_fill_state (score: 35.19%)
[2025-12-03T20:55:02.757036] [INFO ] [main      ] KTOS: Testing feature 11/53: add_gap_morning_composite
[2025-12-03T20:55:02.757067] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_morning_composite']
[2025-12-03T20:55:02.757103] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:55:02.770447] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:55:02.770825] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:55:02.771666] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:02.771725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:02.772415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:02.773303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:03.128067] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:55:03.306155] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:55:03.412829] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.07% | Symbol ETA: 42.4s | Global ETA: N/A
[2025-12-03T20:55:03.412945] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:55:03.413760] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:03.413818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:03.414507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:03.415431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:03.777145] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:55:03.946594] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:55:04.054763] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 1.85% | Symbol ETA: 41.7s | Global ETA: N/A
[2025-12-03T20:55:04.054879] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:55:04.055652] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:04.055710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:04.056372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:04.057257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:04.395594] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:55:04.575260] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:55:04.683464] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -7.66% | Symbol ETA: 41.1s | Global ETA: N/A
[2025-12-03T20:55:04.683612] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:55:04.684399] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:04.684457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:04.685173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:04.686098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:05.032554] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:55:05.214563] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:55:05.319172] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 1.55% | Symbol ETA: 40.4s | Global ETA: N/A
[2025-12-03T20:55:05.319294] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:55:05.320104] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:05.320163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:05.320888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:05.321804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:05.662413] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:55:05.830473] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:55:05.940420] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 8.68% | Symbol ETA: 39.8s | Global ETA: N/A
[2025-12-03T20:55:05.940531] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:55:05.941295] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:05.941352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:05.942042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:05.942931] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:06.279099] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:55:06.454385] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:55:06.558864] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 39.1s | Global ETA: N/A
[2025-12-03T20:55:06.558980] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:55:06.559783] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:06.559841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:06.560503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:06.561520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:06.900259] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:55:07.065235] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:55:07.166835] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.01% | Symbol ETA: 38.5s | Global ETA: N/A
[2025-12-03T20:55:07.166958] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:55:07.167725] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:07.167782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:07.168462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:07.169333] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:07.528534] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:55:07.694153] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:55:07.795230] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -1.35% | Symbol ETA: 37.8s | Global ETA: N/A
[2025-12-03T20:55:07.795354] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:55:07.796118] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:07.796175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:07.796858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:07.797734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:08.127838] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:55:08.292225] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:55:08.392645] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 7.18% | Symbol ETA: 37.2s | Global ETA: N/A
[2025-12-03T20:55:08.392763] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:55:08.393502] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:08.393559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:08.394247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T20:55:08.395127] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:08.725127] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:55:08.889893] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:55:08.992024] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -0.61% | Symbol ETA: 36.6s | Global ETA: N/A
[2025-12-03T20:55:09.159068] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.07%, Actual: 0.15%
[2025-12-03T20:55:09.324014] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 1.85%, Actual: 3.26%
[2025-12-03T20:55:09.490870] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -7.66%, Actual: 1.86%
[2025-12-03T20:55:09.664490] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 1.55%, Actual: 0.79%
[2025-12-03T20:55:09.829910] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 8.68%, Actual: 1.58%
[2025-12-03T20:55:09.993738] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.19%, Actual: 1.87%
[2025-12-03T20:55:10.157136] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.01%, Actual: 11.60%
[2025-12-03T20:55:10.322112] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -1.35%, Actual: 7.16%
[2025-12-03T20:55:10.487927] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 7.18%, Actual: 0.26%
[2025-12-03T20:55:10.660831] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -0.61%, Actual: 2.31%
[2025-12-03T20:55:10.661021] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 30.1801%
[2025-12-03T20:55:10.661116] [INFO ] [main      ] KTOS: DISCARDED add_gap_morning_composite (score: 30.18%)
[2025-12-03T20:55:10.661157] [INFO ] [main      ] KTOS: Testing feature 12/53: add_gap_resolution_state
[2025-12-03T20:55:10.661192] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gap_resolution_state']
[2025-12-03T20:55:10.661263] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:55:10.674475] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:55:10.674881] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:55:10.675718] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:10.675775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:10.676463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:10.725904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:11.065212] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:55:11.232994] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:55:11.337958] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -0.91% | Symbol ETA: 35.4s | Global ETA: N/A
[2025-12-03T20:55:11.338095] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:55:11.338882] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:11.338939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:11.339617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:11.387879] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:11.718930] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:55:11.883805] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:55:11.989341] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -2.12% | Symbol ETA: 34.7s | Global ETA: N/A
[2025-12-03T20:55:11.989461] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:55:11.990227] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:11.990283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:11.990969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:12.042184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:12.382543] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:55:12.549233] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:55:12.654154] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.96% | Symbol ETA: 34.1s | Global ETA: N/A
[2025-12-03T20:55:12.654274] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:55:12.655045] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:12.655101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:12.655789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:12.703788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:13.032728] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:55:13.196809] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:55:13.297705] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.48% | Symbol ETA: 33.4s | Global ETA: N/A
[2025-12-03T20:55:13.297839] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:55:13.298653] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:13.298710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:13.299369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:13.346806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:13.679225] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:55:13.843042] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:55:13.946927] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.35% | Symbol ETA: 32.7s | Global ETA: N/A
[2025-12-03T20:55:13.947046] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:55:13.947809] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:13.947866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:13.948547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:13.996469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:14.328839] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:55:14.492455] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:55:14.595114] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -1.72% | Symbol ETA: 32.1s | Global ETA: N/A
[2025-12-03T20:55:14.595228] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:55:14.595997] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:14.596054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:14.596732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:14.644049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:14.973134] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:55:15.139711] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:55:15.241052] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.74% | Symbol ETA: 31.4s | Global ETA: N/A
[2025-12-03T20:55:15.241169] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:55:15.241932] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:15.241989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:15.242664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:15.289726] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:15.622427] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:55:15.786464] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:55:15.884443] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.05% | Symbol ETA: 30.8s | Global ETA: N/A
[2025-12-03T20:55:15.884562] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:55:15.885330] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:15.885386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:15.886066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:15.932878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:16.264219] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:55:16.428509] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:55:16.527814] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 2.78% | Symbol ETA: 30.1s | Global ETA: N/A
[2025-12-03T20:55:16.527970] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:55:16.528771] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:16.528829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:16.529490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T20:55:16.586105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:16.923250] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:55:17.087116] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:55:17.185543] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -7.27% | Symbol ETA: 29.5s | Global ETA: N/A
[2025-12-03T20:55:17.353508] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -0.91%, Actual: 0.15%
[2025-12-03T20:55:17.520464] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -2.12%, Actual: 3.26%
[2025-12-03T20:55:17.685986] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.96%, Actual: 1.86%
[2025-12-03T20:55:17.853409] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.48%, Actual: 0.79%
[2025-12-03T20:55:18.020395] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.35%, Actual: 1.58%
[2025-12-03T20:55:18.184635] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -1.72%, Actual: 1.87%
[2025-12-03T20:55:18.350869] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.74%, Actual: 11.60%
[2025-12-03T20:55:18.574142] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.05%, Actual: 7.16%
[2025-12-03T20:55:18.740886] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 2.78%, Actual: 0.26%
[2025-12-03T20:55:18.917165] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -7.27%, Actual: 2.31%
[2025-12-03T20:55:18.917366] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 37.6361%
[2025-12-03T20:55:18.917444] [INFO ] [main      ] KTOS: DISCARDED add_gap_resolution_state (score: 37.64%)
[2025-12-03T20:55:18.917486] [INFO ] [main      ] KTOS: Testing feature 13/53: add_gaps
[2025-12-03T20:55:18.917515] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_gaps']
[2025-12-03T20:55:18.917548] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:55:18.929884] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:55:18.930248] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:55:18.931083] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:18.931142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:18.931849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:18.932550] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:19.263867] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:55:19.429310] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:55:19.541904] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 1.68% | Symbol ETA: 33.0s | Global ETA: N/A
[2025-12-03T20:55:19.542025] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:55:19.542814] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:19.542871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:19.543544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:19.544264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:19.881166] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:55:20.062484] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:55:20.177346] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.26% | Symbol ETA: 32.5s | Global ETA: N/A
[2025-12-03T20:55:20.177462] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:55:20.178257] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:20.178315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:20.178998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:20.179704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:20.521224] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:55:20.687089] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:55:20.797766] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -2.44% | Symbol ETA: 31.9s | Global ETA: N/A
[2025-12-03T20:55:20.797881] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:55:20.798671] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:20.798728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:20.799425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:20.800168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:21.136015] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:55:21.299846] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:55:21.403952] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -2.18% | Symbol ETA: 31.2s | Global ETA: N/A
[2025-12-03T20:55:21.404070] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:55:21.404862] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:21.404919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:21.405609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:21.406302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:21.744181] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:55:21.910914] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:55:22.018230] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 11.10% | Symbol ETA: 30.6s | Global ETA: N/A
[2025-12-03T20:55:22.018349] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:55:22.019115] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:22.019171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:22.019838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:22.020522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:22.357657] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:55:22.525657] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:55:22.635949] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 4.48% | Symbol ETA: 30.0s | Global ETA: N/A
[2025-12-03T20:55:22.636066] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:55:22.636853] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:22.636937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:22.637632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:22.638365] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:22.976272] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:55:23.146655] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:55:23.255534] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.98% | Symbol ETA: 29.4s | Global ETA: N/A
[2025-12-03T20:55:23.255700] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:55:23.256459] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:23.256516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:23.257205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:23.257944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:23.607986] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:55:23.785598] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:55:23.897410] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -4.79% | Symbol ETA: 28.8s | Global ETA: N/A
[2025-12-03T20:55:23.897526] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:55:23.898361] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:23.898419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:23.899123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:23.899845] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:24.253906] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:55:24.425609] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:55:24.535236] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 7.34% | Symbol ETA: 28.1s | Global ETA: N/A
[2025-12-03T20:55:24.535351] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:55:24.536164] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:24.536228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:24.536944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T20:55:24.537680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:24.877987] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:55:25.049431] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:55:25.156549] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.05% | Symbol ETA: 27.5s | Global ETA: N/A
[2025-12-03T20:55:25.331791] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 1.68%, Actual: 0.15%
[2025-12-03T20:55:25.509951] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.26%, Actual: 3.26%
[2025-12-03T20:55:25.684872] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -2.44%, Actual: 1.86%
[2025-12-03T20:55:25.860975] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -2.18%, Actual: 0.79%
[2025-12-03T20:55:26.032689] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 11.10%, Actual: 1.58%
[2025-12-03T20:55:26.208965] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 4.48%, Actual: 1.87%
[2025-12-03T20:55:26.377184] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.98%, Actual: 11.60%
[2025-12-03T20:55:26.542605] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -4.79%, Actual: 7.16%
[2025-12-03T20:55:26.706674] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 7.34%, Actual: 0.26%
[2025-12-03T20:55:26.873729] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.05%, Actual: 2.31%
[2025-12-03T20:55:26.873913] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 33.7023%
[2025-12-03T20:55:26.873991] [INFO ] [main      ] KTOS: DISCARDED add_gaps (score: 33.70%)
[2025-12-03T20:55:26.874042] [INFO ] [main      ] KTOS: Testing feature 14/53: add_intraday_skewness_proxies
[2025-12-03T20:55:26.874073] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_skewness_proxies']
[2025-12-03T20:55:26.874110] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:55:26.886978] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:55:26.887345] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:55:26.888203] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:26.888261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:26.888965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:26.890196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:27.231138] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:55:27.409083] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:55:27.527253] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 4.43% | Symbol ETA: 29.6s | Global ETA: N/A
[2025-12-03T20:55:27.527383] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:55:27.528271] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:27.528331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:27.529060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:27.530351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:27.883233] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:55:28.058769] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:55:28.173312] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -1.64% | Symbol ETA: 29.0s | Global ETA: N/A
[2025-12-03T20:55:28.173435] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:55:28.174238] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:28.174303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:28.174976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:28.176263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:28.506127] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:55:28.670978] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:55:28.780799] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -2.05% | Symbol ETA: 28.3s | Global ETA: N/A
[2025-12-03T20:55:28.780914] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:55:28.781689] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:28.781746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:28.782409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:28.783706] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:29.119392] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:55:29.285085] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:55:29.391418] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.80% | Symbol ETA: 27.6s | Global ETA: N/A
[2025-12-03T20:55:29.391542] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:55:29.392360] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:29.392418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:29.393103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:29.394218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:29.729711] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:55:29.903279] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:55:30.009821] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.78% | Symbol ETA: 27.0s | Global ETA: N/A
[2025-12-03T20:55:30.009938] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:55:30.010707] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:30.010764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:30.011421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:30.012527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:30.344224] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:55:30.510632] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:55:30.616480] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.42% | Symbol ETA: 26.4s | Global ETA: N/A
[2025-12-03T20:55:30.616614] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:55:30.617368] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:30.617425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:30.618121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:30.619237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:30.953108] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:55:31.116190] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:55:31.218245] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.22% | Symbol ETA: 25.7s | Global ETA: N/A
[2025-12-03T20:55:31.218368] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:55:31.219141] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:31.219198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:31.219881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:31.221013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:31.553158] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:55:31.717001] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:55:31.819836] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -1.85% | Symbol ETA: 25.1s | Global ETA: N/A
[2025-12-03T20:55:31.819952] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:55:31.820752] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:31.820810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:31.821469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:31.822605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:32.150089] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:55:32.317445] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:55:32.417880] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 8.66% | Symbol ETA: 24.5s | Global ETA: N/A
[2025-12-03T20:55:32.417997] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:55:32.418790] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:32.418847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:32.419514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T20:55:32.420653] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:32.750286] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:55:32.919014] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:55:33.022643] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.65% | Symbol ETA: 23.9s | Global ETA: N/A
[2025-12-03T20:55:33.186354] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 4.43%, Actual: 0.15%
[2025-12-03T20:55:33.352630] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -1.64%, Actual: 3.26%
[2025-12-03T20:55:33.527623] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -2.05%, Actual: 1.86%
[2025-12-03T20:55:33.700966] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.80%, Actual: 0.79%
[2025-12-03T20:55:33.871108] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.78%, Actual: 1.58%
[2025-12-03T20:55:34.040794] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.42%, Actual: 1.87%
[2025-12-03T20:55:34.216689] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.22%, Actual: 11.60%
[2025-12-03T20:55:34.391979] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -1.85%, Actual: 7.16%
[2025-12-03T20:55:34.560834] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 8.66%, Actual: 0.26%
[2025-12-03T20:55:34.739678] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.65%, Actual: 2.31%
[2025-12-03T20:55:34.739927] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 35.2274%
[2025-12-03T20:55:34.740035] [INFO ] [main      ] KTOS: DISCARDED add_intraday_skewness_proxies (score: 35.23%)
[2025-12-03T20:55:34.740114] [INFO ] [main      ] KTOS: Testing feature 15/53: add_intraday_volatility_percentile
[2025-12-03T20:55:34.740163] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_intraday_volatility_percentile']
[2025-12-03T20:55:34.740224] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:55:34.791279] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:55:34.791683] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:55:34.792553] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:34.792636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:34.793387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:34.870404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:35.214270] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:55:35.408365] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:55:35.518163] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.70% | Symbol ETA: 27.9s | Global ETA: N/A
[2025-12-03T20:55:35.518281] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:55:35.519058] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:35.519115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:35.519785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:35.596462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:35.940062] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:55:36.108397] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:55:36.217557] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.34% | Symbol ETA: 27.1s | Global ETA: N/A
[2025-12-03T20:55:36.217698] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:55:36.218476] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:36.218534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:36.219206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:36.297325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:36.638386] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:55:36.807851] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:55:36.916061] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.84% | Symbol ETA: 26.3s | Global ETA: N/A
[2025-12-03T20:55:36.916175] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:55:36.916966] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:36.917024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:36.917715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:36.995740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:37.337563] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:55:37.506670] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:55:37.615625] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -2.51% | Symbol ETA: 25.6s | Global ETA: N/A
[2025-12-03T20:55:37.615744] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:55:37.616483] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:37.616541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:37.617228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:37.692745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:38.035814] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:55:38.204794] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:55:38.310532] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 12.43% | Symbol ETA: 24.9s | Global ETA: N/A
[2025-12-03T20:55:38.310674] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:55:38.311408] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:38.311467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:38.312148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:38.386316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:38.721799] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:55:38.889814] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:55:38.994384] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.20% | Symbol ETA: 24.2s | Global ETA: N/A
[2025-12-03T20:55:38.994501] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:55:38.995266] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:38.995324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:38.996000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:39.068398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:39.405417] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:55:39.573984] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:55:39.681891] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.65% | Symbol ETA: 23.4s | Global ETA: N/A
[2025-12-03T20:55:39.682013] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:55:39.682874] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:39.682949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:39.683853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:39.760063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:40.113376] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:55:40.281730] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:55:40.387146] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -4.34% | Symbol ETA: 22.7s | Global ETA: N/A
[2025-12-03T20:55:40.387275] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:55:40.388098] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:40.388155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:40.388877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:40.462506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:40.809102] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:55:40.998116] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:55:41.100229] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 6.33% | Symbol ETA: 22.1s | Global ETA: N/A
[2025-12-03T20:55:41.100348] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:55:41.101122] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:41.101179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:41.101875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T20:55:41.179078] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:41.547010] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:55:41.710745] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:55:41.816013] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -6.93% | Symbol ETA: 21.4s | Global ETA: N/A
[2025-12-03T20:55:41.984229] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.70%, Actual: 0.15%
[2025-12-03T20:55:42.153679] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.34%, Actual: 3.26%
[2025-12-03T20:55:42.323326] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.84%, Actual: 1.86%
[2025-12-03T20:55:42.488952] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -2.51%, Actual: 0.79%
[2025-12-03T20:55:42.655174] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 12.43%, Actual: 1.58%
[2025-12-03T20:55:42.820808] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.20%, Actual: 1.87%
[2025-12-03T20:55:42.986201] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.65%, Actual: 11.60%
[2025-12-03T20:55:43.157232] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -4.34%, Actual: 7.16%
[2025-12-03T20:55:43.324994] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 6.33%, Actual: 0.26%
[2025-12-03T20:55:43.492944] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -6.93%, Actual: 2.31%
[2025-12-03T20:55:43.493129] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.3884%
[2025-12-03T20:55:43.493209] [INFO ] [main      ] KTOS: DISCARDED add_intraday_volatility_percentile (score: 32.39%)
[2025-12-03T20:55:43.493255] [INFO ] [main      ] KTOS: Testing feature 16/53: add_last_hour_momentum_mag
[2025-12-03T20:55:43.493286] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_last_hour_momentum_mag']
[2025-12-03T20:55:43.493319] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:55:43.509427] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:55:43.509957] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:55:43.510865] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:43.510924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:43.511672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:43.512254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:43.850888] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:55:44.022651] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:55:44.124928] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 2.97% | Symbol ETA: 27.1s | Global ETA: N/A
[2025-12-03T20:55:44.125054] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:55:44.125848] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:44.125905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:44.126596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:44.127154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:44.463960] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:55:44.632993] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:55:44.736354] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.43% | Symbol ETA: 26.5s | Global ETA: N/A
[2025-12-03T20:55:44.736470] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:55:44.737269] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:44.737326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:44.738126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:44.738746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:45.072361] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:55:45.237947] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:55:45.345781] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.68% | Symbol ETA: 25.9s | Global ETA: N/A
[2025-12-03T20:55:45.345901] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:55:45.346684] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:45.346743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:45.347450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:45.348074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:45.688736] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:55:45.856852] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:55:45.970862] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.00% | Symbol ETA: 25.3s | Global ETA: N/A
[2025-12-03T20:55:45.970985] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:55:45.971797] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:45.971856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:45.972543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:45.973139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:46.313165] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:55:46.479801] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:55:46.583181] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 5.73% | Symbol ETA: 24.7s | Global ETA: N/A
[2025-12-03T20:55:46.583299] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:55:46.584067] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:46.584124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:46.584828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:46.585382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:46.922042] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:55:47.092254] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:55:47.193598] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -4.45% | Symbol ETA: 24.0s | Global ETA: N/A
[2025-12-03T20:55:47.193719] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:55:47.194476] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:47.194534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:47.195235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:47.195814] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:47.534982] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:55:47.707121] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:55:47.808386] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.49% | Symbol ETA: 23.4s | Global ETA: N/A
[2025-12-03T20:55:47.808508] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:55:47.809287] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:47.809345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:47.810045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:47.810622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:48.184540] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:55:48.353816] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:55:48.467452] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.15% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-12-03T20:55:48.467635] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:55:48.468491] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:48.468550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:48.469323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:48.469969] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:48.837982] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:55:49.043410] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:55:49.141494] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 1.30% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-12-03T20:55:49.141648] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:55:49.142413] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:49.142471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:49.143169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T20:55:49.143754] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:49.530196] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:55:49.709274] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:55:49.807493] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.90% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-12-03T20:55:49.973362] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 2.97%, Actual: 0.15%
[2025-12-03T20:55:50.137627] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.43%, Actual: 3.26%
[2025-12-03T20:55:50.303270] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.68%, Actual: 1.86%
[2025-12-03T20:55:50.469320] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.00%, Actual: 0.79%
[2025-12-03T20:55:50.634476] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 5.73%, Actual: 1.58%
[2025-12-03T20:55:50.800018] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -4.45%, Actual: 1.87%
[2025-12-03T20:55:50.964777] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.49%, Actual: 11.60%
[2025-12-03T20:55:51.128728] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.15%, Actual: 7.16%
[2025-12-03T20:55:51.292261] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 1.30%, Actual: 0.26%
[2025-12-03T20:55:51.456132] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.90%, Actual: 2.31%
[2025-12-03T20:55:51.456309] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 29.4752%
[2025-12-03T20:55:51.456400] [INFO ] [main      ] KTOS: DISCARDED add_last_hour_momentum_mag (score: 29.48%)
[2025-12-03T20:55:51.456445] [INFO ] [main      ] KTOS: Testing feature 17/53: add_late_day_volatility
[2025-12-03T20:55:51.456475] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_late_day_volatility']
[2025-12-03T20:55:51.456509] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:55:51.470861] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:55:51.471292] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:55:51.472197] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:51.472257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:51.473013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:51.474807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:51.811006] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:55:51.980620] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:55:52.088766] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 5.51% | Symbol ETA: 23.5s | Global ETA: N/A
[2025-12-03T20:55:52.088897] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:55:52.089712] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:52.089773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:52.090493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:52.092666] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:52.421495] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:55:52.587503] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:55:52.693902] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.52% | Symbol ETA: 22.8s | Global ETA: N/A
[2025-12-03T20:55:52.694019] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:55:52.694781] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:52.694838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:52.695493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:52.697210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:53.025113] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:55:53.188076] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:55:53.291185] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -4.25% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-12-03T20:55:53.291301] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:55:53.292082] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:53.292156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:53.292835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:53.294543] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:53.627175] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:55:53.800126] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:55:53.906778] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -2.38% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-12-03T20:55:53.906895] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:55:53.907660] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:53.907715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:53.908427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:53.910215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:54.261283] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:55:54.434472] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:55:54.541762] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 11.85% | Symbol ETA: 21.0s | Global ETA: N/A
[2025-12-03T20:55:54.541880] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:55:54.542694] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:54.542753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:54.543466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:54.545316] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:54.896283] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:55:55.075131] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:55:55.176784] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -6.30% | Symbol ETA: 20.4s | Global ETA: N/A
[2025-12-03T20:55:55.176910] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:55:55.177679] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:55.177736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:55.178428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:55.180169] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:55.527265] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:55:55.706016] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:55:55.807229] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.92% | Symbol ETA: 19.8s | Global ETA: N/A
[2025-12-03T20:55:55.807347] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:55:55.808297] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:55.808371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:55.809388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:55.811609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:56.160176] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:55:56.329162] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:55:56.437821] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -5.87% | Symbol ETA: 19.2s | Global ETA: N/A
[2025-12-03T20:55:56.437943] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:55:56.438828] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:56.438912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:56.439666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:56.441798] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:56.795341] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:55:56.967899] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:55:57.070196] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 2.50% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-12-03T20:55:57.070321] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:55:57.071122] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:57.071181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:57.071890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T20:55:57.073717] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:57.431506] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:55:57.605656] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:55:57.707045] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.02% | Symbol ETA: 17.9s | Global ETA: N/A
[2025-12-03T20:55:57.881083] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 5.51%, Actual: 0.15%
[2025-12-03T20:55:58.058437] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.52%, Actual: 3.26%
[2025-12-03T20:55:58.232751] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -4.25%, Actual: 1.86%
[2025-12-03T20:55:58.406171] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -2.38%, Actual: 0.79%
[2025-12-03T20:55:58.576689] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 11.85%, Actual: 1.58%
[2025-12-03T20:55:58.749883] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -6.30%, Actual: 1.87%
[2025-12-03T20:55:58.926650] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.92%, Actual: 11.60%
[2025-12-03T20:55:59.102869] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -5.87%, Actual: 7.16%
[2025-12-03T20:55:59.282774] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 2.50%, Actual: 0.26%
[2025-12-03T20:55:59.451798] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.02%, Actual: 2.31%
[2025-12-03T20:55:59.451977] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.3318%
[2025-12-03T20:55:59.452053] [INFO ] [main      ] KTOS: DISCARDED add_late_day_volatility (score: 32.33%)
[2025-12-03T20:55:59.452094] [INFO ] [main      ] KTOS: Testing feature 18/53: add_late_hour_microstructure
[2025-12-03T20:55:59.452123] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_late_hour_microstructure']
[2025-12-03T20:55:59.452176] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:55:59.466345] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:55:59.466835] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:55:59.467767] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:55:59.467827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:55:59.468594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:55:59.471678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:55:59.813306] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:55:59.987075] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:56:00.101321] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 2.12% | Symbol ETA: 22.2s | Global ETA: N/A
[2025-12-03T20:56:00.101493] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:56:00.102639] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:00.102715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:00.103742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:00.107641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:00.458197] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:56:00.635598] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:56:00.753390] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 1.94% | Symbol ETA: 21.6s | Global ETA: N/A
[2025-12-03T20:56:00.753518] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:56:00.754470] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:00.754536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:00.755341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:00.758244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:01.100975] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:56:01.266308] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:56:01.367861] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -4.95% | Symbol ETA: 20.9s | Global ETA: N/A
[2025-12-03T20:56:01.367979] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:56:01.368779] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:01.368836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:01.369492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:01.372074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:01.708958] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:56:01.882949] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:56:01.986355] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 20.2s | Global ETA: N/A
[2025-12-03T20:56:01.986489] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:56:01.987309] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:01.987369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:01.988104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:01.990745] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:02.331017] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:56:02.497377] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:56:02.602887] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.55% | Symbol ETA: 19.6s | Global ETA: N/A
[2025-12-03T20:56:02.603014] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:56:02.603815] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:02.603873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:02.604557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:02.607292] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:02.986527] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:56:03.166987] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:56:03.270244] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 0.29% | Symbol ETA: 19.0s | Global ETA: N/A
[2025-12-03T20:56:03.270365] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:56:03.271204] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:03.271263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:03.271973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:03.274690] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:03.633537] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:56:03.822140] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:56:03.923898] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.60% | Symbol ETA: 18.4s | Global ETA: N/A
[2025-12-03T20:56:03.924019] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:56:03.924791] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:03.924847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:03.925515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:03.928266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:04.283089] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:56:04.459926] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:56:04.562196] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.67% | Symbol ETA: 17.7s | Global ETA: N/A
[2025-12-03T20:56:04.562320] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:56:04.563123] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:04.563198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:04.563913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:04.566683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:04.915922] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:56:05.090028] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:56:05.187809] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.24% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-12-03T20:56:05.187928] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:56:05.188748] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:05.188807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:05.189509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T20:56:05.192306] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:05.534090] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:56:05.703619] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:56:05.807517] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.44% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-12-03T20:56:05.985403] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 2.12%, Actual: 0.15%
[2025-12-03T20:56:06.160991] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 1.94%, Actual: 3.26%
[2025-12-03T20:56:06.331852] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -4.95%, Actual: 1.86%
[2025-12-03T20:56:06.496081] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.50%, Actual: 0.79%
[2025-12-03T20:56:06.666339] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.55%, Actual: 1.58%
[2025-12-03T20:56:06.840781] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 0.29%, Actual: 1.87%
[2025-12-03T20:56:07.015402] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.60%, Actual: 11.60%
[2025-12-03T20:56:07.192895] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.67%, Actual: 7.16%
[2025-12-03T20:56:07.375600] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.24%, Actual: 0.26%
[2025-12-03T20:56:07.542636] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.44%, Actual: 2.31%
[2025-12-03T20:56:07.542824] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.4938%
[2025-12-03T20:56:07.542908] [INFO ] [main      ] KTOS: DISCARDED add_late_hour_microstructure (score: 32.49%)
[2025-12-03T20:56:07.542949] [INFO ] [main      ] KTOS: Testing feature 19/53: add_late_session_pressure
[2025-12-03T20:56:07.542979] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_late_session_pressure']
[2025-12-03T20:56:07.543012] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:56:07.557448] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:56:07.557837] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:56:07.558883] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:07.558941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:07.559696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:07.560705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:07.896049] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:56:08.059857] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:56:08.172126] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 4.05% | Symbol ETA: 20.8s | Global ETA: N/A
[2025-12-03T20:56:08.172247] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:56:08.173064] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:08.173128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:08.173865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:08.174855] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:08.519974] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:56:08.688836] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:56:08.793459] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 3.41% | Symbol ETA: 20.2s | Global ETA: N/A
[2025-12-03T20:56:08.793605] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:56:08.794385] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:08.794444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:08.795192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:08.796214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:09.132972] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:56:09.307048] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:56:09.412758] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.52% | Symbol ETA: 19.6s | Global ETA: N/A
[2025-12-03T20:56:09.412877] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:56:09.413655] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:09.413714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:09.414473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:09.415433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:09.756587] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:56:09.925098] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:56:10.026830] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.27% | Symbol ETA: 19.0s | Global ETA: N/A
[2025-12-03T20:56:10.026975] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:56:10.027747] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:10.027804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:10.028486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:10.029409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:10.383038] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:56:10.548013] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:56:10.648852] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.45% | Symbol ETA: 18.4s | Global ETA: N/A
[2025-12-03T20:56:10.648971] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:56:10.649776] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:10.649833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:10.650495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:10.651448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:10.986417] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:56:11.154003] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:56:11.254271] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 0.28% | Symbol ETA: 17.7s | Global ETA: N/A
[2025-12-03T20:56:11.254395] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:56:11.255255] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:11.255318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:11.256078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:11.257064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:11.593753] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:56:11.762312] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:56:11.863720] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.78% | Symbol ETA: 17.1s | Global ETA: N/A
[2025-12-03T20:56:11.863841] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:56:11.864672] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:11.864732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:11.865456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:11.866517] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:12.210734] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:56:12.378257] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:56:12.478067] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.42% | Symbol ETA: 16.5s | Global ETA: N/A
[2025-12-03T20:56:12.478196] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:56:12.479037] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:12.479098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:12.479845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:12.480820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:12.831983] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:56:13.004833] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:56:13.101018] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 3.02% | Symbol ETA: 15.9s | Global ETA: N/A
[2025-12-03T20:56:13.101153] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:56:13.101966] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:13.102025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:13.102751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T20:56:13.103740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:13.452240] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:56:13.620474] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:56:13.721087] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -6.11% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-12-03T20:56:13.894408] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 4.05%, Actual: 0.15%
[2025-12-03T20:56:14.061645] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 3.41%, Actual: 3.26%
[2025-12-03T20:56:14.230017] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.52%, Actual: 1.86%
[2025-12-03T20:56:14.399854] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.27%, Actual: 0.79%
[2025-12-03T20:56:14.571970] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.45%, Actual: 1.58%
[2025-12-03T20:56:14.743667] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 0.28%, Actual: 1.87%
[2025-12-03T20:56:14.915857] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.78%, Actual: 11.60%
[2025-12-03T20:56:15.082527] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.42%, Actual: 7.16%
[2025-12-03T20:56:15.249950] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 3.02%, Actual: 0.26%
[2025-12-03T20:56:15.418065] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -6.11%, Actual: 2.31%
[2025-12-03T20:56:15.418264] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.7726%
[2025-12-03T20:56:15.418347] [INFO ] [main      ] KTOS: DISCARDED add_late_session_pressure (score: 32.77%)
[2025-12-03T20:56:15.418388] [INFO ] [main      ] KTOS: Testing feature 20/53: add_micro_gap_fill_velocity
[2025-12-03T20:56:15.418420] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_micro_gap_fill_velocity']
[2025-12-03T20:56:15.418452] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:56:15.431543] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:56:15.431938] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:56:15.432804] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:15.432862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:15.433550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:15.435473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:15.776355] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:56:15.947998] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:56:16.066133] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 4.33% | Symbol ETA: 19.4s | Global ETA: N/A
[2025-12-03T20:56:16.066252] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:56:16.067046] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:16.067104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:16.067794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:16.069872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:16.436009] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:56:16.601375] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:56:16.713549] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 3.25% | Symbol ETA: 18.8s | Global ETA: N/A
[2025-12-03T20:56:16.713696] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:56:16.714430] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:16.714487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:16.715172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:16.717072] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:17.047121] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:56:17.212839] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:56:17.328781] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.40% | Symbol ETA: 18.1s | Global ETA: N/A
[2025-12-03T20:56:17.328902] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:56:17.329714] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:17.329772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:17.330438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:17.332340] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:17.669498] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:56:17.834049] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:56:17.944044] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.75% | Symbol ETA: 17.4s | Global ETA: N/A
[2025-12-03T20:56:17.944160] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:56:17.944933] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:17.944990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:17.945672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:17.948136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:18.289408] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:56:18.461107] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:56:18.575783] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 15.05% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-12-03T20:56:18.575912] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:56:18.576707] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:18.576766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:18.577431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:18.579384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:18.913454] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:56:19.079239] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:56:19.194799] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.59% | Symbol ETA: 16.2s | Global ETA: N/A
[2025-12-03T20:56:19.194917] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:56:19.195688] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:19.195745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:19.196427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:19.198362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:19.608114] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:56:19.780070] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:56:19.893783] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.48% | Symbol ETA: 15.6s | Global ETA: N/A
[2025-12-03T20:56:19.893905] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:56:19.894812] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:19.894873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:19.895718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:19.897756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:20.249983] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:56:20.417544] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:56:20.534466] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -1.69% | Symbol ETA: 15.0s | Global ETA: N/A
[2025-12-03T20:56:20.534608] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:56:20.535369] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:20.535427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:20.536122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:20.538107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:20.876142] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:56:21.044158] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:56:21.151900] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 3.83% | Symbol ETA: 14.3s | Global ETA: N/A
[2025-12-03T20:56:21.152017] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:56:21.152791] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:21.152848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:21.153499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T20:56:21.155358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:21.485042] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:56:21.649860] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:56:21.759016] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.48% | Symbol ETA: 13.7s | Global ETA: N/A
[2025-12-03T20:56:21.927420] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 4.33%, Actual: 0.15%
[2025-12-03T20:56:22.099462] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 3.25%, Actual: 3.26%
[2025-12-03T20:56:22.269821] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.40%, Actual: 1.86%
[2025-12-03T20:56:22.439970] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.75%, Actual: 0.79%
[2025-12-03T20:56:22.610588] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 15.05%, Actual: 1.58%
[2025-12-03T20:56:22.777720] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.59%, Actual: 1.87%
[2025-12-03T20:56:22.951568] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.48%, Actual: 11.60%
[2025-12-03T20:56:23.120860] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -1.69%, Actual: 7.16%
[2025-12-03T20:56:23.287852] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 3.83%, Actual: 0.26%
[2025-12-03T20:56:23.459830] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.48%, Actual: 2.31%
[2025-12-03T20:56:23.460032] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 38.9425%
[2025-12-03T20:56:23.460126] [INFO ] [main      ] KTOS: DISCARDED add_micro_gap_fill_velocity (score: 38.94%)
[2025-12-03T20:56:23.460170] [INFO ] [main      ] KTOS: Testing feature 21/53: add_morning_followthrough_mag_T0
[2025-12-03T20:56:23.460224] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_morning_followthrough_mag_T0']
[2025-12-03T20:56:23.460260] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:56:23.473604] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:56:23.474006] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:56:23.474907] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:23.474965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:23.475703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:23.476366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:23.823811] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:56:23.990260] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:56:24.098871] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -1.16% | Symbol ETA: 18.5s | Global ETA: N/A
[2025-12-03T20:56:24.098989] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:56:24.099798] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:24.099858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:24.100543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:24.101258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:24.440708] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:56:24.611882] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:56:24.719413] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.29% | Symbol ETA: 17.8s | Global ETA: N/A
[2025-12-03T20:56:24.719536] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:56:24.720355] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:24.720416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:24.721171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:24.721806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:25.073338] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:56:25.242258] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:56:25.346816] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -7.02% | Symbol ETA: 17.2s | Global ETA: N/A
[2025-12-03T20:56:25.346935] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:56:25.347747] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:25.347805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:25.349131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:25.350018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:25.690370] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:56:25.861110] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:56:25.965751] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 2.63% | Symbol ETA: 16.6s | Global ETA: N/A
[2025-12-03T20:56:25.965870] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:56:25.966639] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:25.966696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:25.967358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:25.968010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:26.309296] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:56:26.476431] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:56:26.581085] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 12.65% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-12-03T20:56:26.581199] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:56:26.581965] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:26.582021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:26.582695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:26.583297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:26.917766] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:56:27.085171] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:56:27.188285] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.03% | Symbol ETA: 15.3s | Global ETA: N/A
[2025-12-03T20:56:27.188405] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:56:27.189168] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:27.189225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:27.189995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:27.190645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:27.541210] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:56:27.715106] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:56:27.816836] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.17% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-12-03T20:56:27.816958] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:56:27.817734] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:27.817790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:27.818479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:27.819101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:28.158849] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:56:28.329197] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:56:28.433199] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -4.59% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-12-03T20:56:28.433328] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:56:28.434106] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:28.434163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:28.434849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:28.435452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:28.768172] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:56:28.942317] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:56:29.039685] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 3.34% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-12-03T20:56:29.039810] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:56:29.040553] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:29.040635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:29.041294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T20:56:29.041967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:29.384732] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:56:29.552987] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:56:29.652296] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -1.88% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-12-03T20:56:29.824259] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -1.16%, Actual: 0.15%
[2025-12-03T20:56:29.993309] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.29%, Actual: 3.26%
[2025-12-03T20:56:30.158827] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -7.02%, Actual: 1.86%
[2025-12-03T20:56:30.330262] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 2.63%, Actual: 0.79%
[2025-12-03T20:56:30.500565] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 12.65%, Actual: 1.58%
[2025-12-03T20:56:30.665441] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.03%, Actual: 1.87%
[2025-12-03T20:56:30.831831] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.17%, Actual: 11.60%
[2025-12-03T20:56:31.000223] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -4.59%, Actual: 7.16%
[2025-12-03T20:56:31.167289] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 3.34%, Actual: 0.26%
[2025-12-03T20:56:31.335845] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -1.88%, Actual: 2.31%
[2025-12-03T20:56:31.336043] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 33.0678%
[2025-12-03T20:56:31.336135] [INFO ] [main      ] KTOS: DISCARDED add_morning_followthrough_mag_T0 (score: 33.07%)
[2025-12-03T20:56:31.336180] [INFO ] [main      ] KTOS: Testing feature 22/53: add_morning_range_expansion
[2025-12-03T20:56:31.336212] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_morning_range_expansion']
[2025-12-03T20:56:31.336247] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:56:31.350377] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:56:31.350811] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:56:31.351688] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:31.351747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:31.352448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:31.356769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:31.715072] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:56:31.890353] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:56:32.003262] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -1.40% | Symbol ETA: 17.5s | Global ETA: N/A
[2025-12-03T20:56:32.003382] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:56:32.004138] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:32.004196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:32.004873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:32.008961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:32.343291] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:56:32.511651] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:56:32.619387] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 1.47% | Symbol ETA: 16.7s | Global ETA: N/A
[2025-12-03T20:56:32.619505] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:56:32.620265] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:32.620322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:32.621019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:32.625121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:32.961530] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:56:33.129484] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:56:33.237182] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -7.07% | Symbol ETA: 16.0s | Global ETA: N/A
[2025-12-03T20:56:33.237304] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:56:33.238166] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:33.238224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:33.238926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:33.242960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:33.645072] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:56:33.829250] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:56:33.934931] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 4.02% | Symbol ETA: 15.5s | Global ETA: N/A
[2025-12-03T20:56:33.935053] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:56:33.935853] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:33.935911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:33.936592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:33.940689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:34.286713] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:56:34.456381] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:56:34.560904] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 7.05% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-12-03T20:56:34.561020] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:56:34.561809] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:34.561867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:34.562540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:34.566615] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:34.920730] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:56:35.096731] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:56:35.198167] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.38% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-12-03T20:56:35.198282] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:56:35.199049] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:35.199108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:35.199779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:35.203794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:35.539862] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:56:35.704649] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:56:35.807849] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.62% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-12-03T20:56:35.807963] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:56:35.808759] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:35.808819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:35.809510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:35.813525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:36.150463] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:56:36.317073] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:56:36.421589] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.76% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-12-03T20:56:36.421711] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:56:36.422521] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:36.422598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:36.423431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:36.427744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:36.785170] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:56:36.965962] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:56:37.065590] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 2.13% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-12-03T20:56:37.065720] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:56:37.066487] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:37.066545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:37.067222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T20:56:37.071318] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:37.429124] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:56:37.604123] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:56:37.706157] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.32% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-12-03T20:56:37.877468] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -1.40%, Actual: 0.15%
[2025-12-03T20:56:38.044182] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 1.47%, Actual: 3.26%
[2025-12-03T20:56:38.214925] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -7.07%, Actual: 1.86%
[2025-12-03T20:56:38.386197] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 4.02%, Actual: 0.79%
[2025-12-03T20:56:38.560226] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 7.05%, Actual: 1.58%
[2025-12-03T20:56:38.738729] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.38%, Actual: 1.87%
[2025-12-03T20:56:38.919912] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.62%, Actual: 11.60%
[2025-12-03T20:56:39.088311] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.76%, Actual: 7.16%
[2025-12-03T20:56:39.253831] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 2.13%, Actual: 0.26%
[2025-12-03T20:56:39.419094] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.32%, Actual: 2.31%
[2025-12-03T20:56:39.419288] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 30.8517%
[2025-12-03T20:56:39.419381] [INFO ] [main      ] KTOS: DISCARDED add_morning_range_expansion (score: 30.85%)
[2025-12-03T20:56:39.419437] [INFO ] [main      ] KTOS: Testing feature 23/53: add_open_11_elasticity
[2025-12-03T20:56:39.419469] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_open_11_elasticity']
[2025-12-03T20:56:39.419504] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:56:39.497423] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:56:39.497829] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:56:39.498788] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:39.498849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:39.499567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:39.500714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:39.869045] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:56:40.036898] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:56:40.144769] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 1.94% | Symbol ETA: 16.8s | Global ETA: N/A
[2025-12-03T20:56:40.144896] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:56:40.145703] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:40.145762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:40.146439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:40.147548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:40.485011] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:56:40.652549] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:56:40.759353] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 1.47% | Symbol ETA: 16.1s | Global ETA: N/A
[2025-12-03T20:56:40.759473] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:56:40.760273] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:40.760347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:40.761020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:40.762080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:41.100985] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:56:41.268326] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:56:41.373785] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.01% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-12-03T20:56:41.373917] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:56:41.374686] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:41.374742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:41.375403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:41.376462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:41.713871] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:56:41.884515] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:56:41.990374] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -1.83% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-12-03T20:56:41.990489] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:56:41.991259] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:41.991316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:41.991997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:41.993055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:42.327569] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:56:42.499454] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:56:42.605406] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 6.55% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-12-03T20:56:42.605552] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:56:42.606389] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:42.606449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:42.607163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:42.608297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:42.944019] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:56:43.110335] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:56:43.216594] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.50% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-12-03T20:56:43.216739] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:56:43.217515] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:43.217596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:43.218315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:43.219418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:43.552771] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:56:43.719405] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:56:43.824760] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.01% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-12-03T20:56:43.824884] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:56:43.825649] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:43.825706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:43.826368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:43.827430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:44.164356] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:56:44.335982] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:56:44.436650] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -4.37% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-12-03T20:56:44.436774] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:56:44.437530] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:44.437610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:44.438324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:44.439381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:44.771763] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:56:44.941904] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:56:45.041182] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 6.50% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-12-03T20:56:45.041303] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:56:45.042094] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:45.042153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:45.042847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T20:56:45.043927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:45.382921] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:56:45.550662] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:56:45.653252] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -3.75% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-12-03T20:56:45.821480] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 1.94%, Actual: 0.15%
[2025-12-03T20:56:45.987816] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 1.47%, Actual: 3.26%
[2025-12-03T20:56:46.157711] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.01%, Actual: 1.86%
[2025-12-03T20:56:46.322958] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -1.83%, Actual: 0.79%
[2025-12-03T20:56:46.487824] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 6.55%, Actual: 1.58%
[2025-12-03T20:56:46.655324] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.50%, Actual: 1.87%
[2025-12-03T20:56:46.823414] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.01%, Actual: 11.60%
[2025-12-03T20:56:46.994978] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -4.37%, Actual: 7.16%
[2025-12-03T20:56:47.169127] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 6.50%, Actual: 0.26%
[2025-12-03T20:56:47.334169] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.75%, Actual: 2.31%
[2025-12-03T20:56:47.334368] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 34.4176%
[2025-12-03T20:56:47.334449] [INFO ] [main      ] KTOS: DISCARDED add_open_11_elasticity (score: 34.42%)
[2025-12-03T20:56:47.334491] [INFO ] [main      ] KTOS: Testing feature 24/53: add_open_reversal_intensity
[2025-12-03T20:56:47.334521] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_open_reversal_intensity']
[2025-12-03T20:56:47.334555] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:56:47.348186] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:56:47.348589] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:56:47.349409] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:47.349467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:47.350176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:47.351432] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:47.681164] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:56:47.843544] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:56:47.953728] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.66% | Symbol ETA: 15.4s | Global ETA: N/A
[2025-12-03T20:56:47.953843] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:56:47.954602] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:47.954659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:47.955316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:47.956527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:48.283297] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:56:48.445291] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:56:48.549127] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 2.08% | Symbol ETA: 14.8s | Global ETA: N/A
[2025-12-03T20:56:48.549246] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:56:48.550041] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:48.550104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:48.550788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:48.551993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:48.882334] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:56:49.046617] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:56:49.150706] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.01% | Symbol ETA: 14.2s | Global ETA: N/A
[2025-12-03T20:56:49.150841] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:56:49.151605] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:49.151663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:49.152325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:49.153523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:49.484493] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:56:49.648480] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:56:49.754033] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.56% | Symbol ETA: 13.6s | Global ETA: N/A
[2025-12-03T20:56:49.754166] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:56:49.754978] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:49.755037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:49.755741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:49.757012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:50.108645] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:56:50.281869] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:56:50.389383] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.49% | Symbol ETA: 13.0s | Global ETA: N/A
[2025-12-03T20:56:50.389512] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:56:50.390294] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:50.390351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:50.391043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:50.392263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:50.735153] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:56:50.905840] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:56:51.012461] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -1.00% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-12-03T20:56:51.012610] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:56:51.013375] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:51.013435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:51.014133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:51.015549] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:51.351953] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:56:51.517002] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:56:51.622327] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.60% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-12-03T20:56:51.622446] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:56:51.623245] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:51.623316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:51.624015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:51.625262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:51.961398] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:56:52.132796] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:56:52.235814] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -4.57% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-12-03T20:56:52.235956] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:56:52.236790] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:52.236850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:52.237557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:52.238849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:52.576760] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:56:52.745200] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:56:52.848648] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 3.48% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-12-03T20:56:52.848772] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:56:52.849594] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:52.849656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:52.850394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T20:56:52.851691] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:53.189810] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:56:53.359008] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:56:53.464805] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.05% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-12-03T20:56:53.633040] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.66%, Actual: 0.15%
[2025-12-03T20:56:53.801061] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 2.08%, Actual: 3.26%
[2025-12-03T20:56:53.968320] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.01%, Actual: 1.86%
[2025-12-03T20:56:54.135993] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.56%, Actual: 0.79%
[2025-12-03T20:56:54.304079] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.49%, Actual: 1.58%
[2025-12-03T20:56:54.471448] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -1.00%, Actual: 1.87%
[2025-12-03T20:56:54.638797] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.60%, Actual: 11.60%
[2025-12-03T20:56:54.806953] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -4.57%, Actual: 7.16%
[2025-12-03T20:56:54.978211] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 3.48%, Actual: 0.26%
[2025-12-03T20:56:55.146236] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.05%, Actual: 2.31%
[2025-12-03T20:56:55.146472] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 42.7155%
[2025-12-03T20:56:55.146556] [INFO ] [main      ] KTOS: DISCARDED add_open_reversal_intensity (score: 42.72%)
[2025-12-03T20:56:55.146619] [INFO ] [main      ] KTOS: Testing feature 25/53: add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:55.146652] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_open_vs_close_liquidity_ratio']
[2025-12-03T20:56:55.146687] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:56:55.160713] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:56:55.161108] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:56:55.161963] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:55.162022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:55.162734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:55.164207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:55.504590] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:56:55.675069] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:56:55.783323] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.14% | Symbol ETA: 14.7s | Global ETA: N/A
[2025-12-03T20:56:55.783444] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:56:55.784218] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:55.784276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:55.784971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:55.786410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:56.123849] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:56:56.297471] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:56:56.405464] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 1.34% | Symbol ETA: 14.1s | Global ETA: N/A
[2025-12-03T20:56:56.405612] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:56:56.406371] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:56.406428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:56.407120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:56.408826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:56.762998] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:56:56.933070] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:56:57.039170] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.00% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-12-03T20:56:57.039301] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:56:57.040083] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:57.040141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:57.040816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:57.042243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:57.378250] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:56:57.544738] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:56:57.653516] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -1.45% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-12-03T20:56:57.653678] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:56:57.654427] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:57.654488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:57.655176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:57.656616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:57.998468] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:56:58.172220] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:56:58.281410] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 7.23% | Symbol ETA: 12.2s | Global ETA: N/A
[2025-12-03T20:56:58.281541] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:56:58.282358] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:58.282420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:58.283134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:58.284658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:58.620794] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:56:58.787376] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:56:58.896481] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -4.60% | Symbol ETA: 11.6s | Global ETA: N/A
[2025-12-03T20:56:58.896640] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:56:58.897436] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:58.897495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:58.898219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:58.899689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:56:59.275790] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:56:59.541020] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:56:59.676235] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.97% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-12-03T20:56:59.676364] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:56:59.677224] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:56:59.677286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:56:59.678017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:56:59.679597] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:00.044354] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:57:00.216833] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:57:00.325475] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -6.44% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-12-03T20:57:00.325632] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:57:00.326491] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:00.326563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:00.327399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:57:00.329011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:00.711936] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:57:00.892463] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:57:00.997960] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 5.80% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-12-03T20:57:00.998117] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:57:00.998992] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:00.999052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:00.999795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T20:57:01.001410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:01.354148] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:57:01.537855] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:57:01.644043] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.38% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-12-03T20:57:01.829565] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.14%, Actual: 0.15%
[2025-12-03T20:57:02.004131] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 1.34%, Actual: 3.26%
[2025-12-03T20:57:02.174284] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.00%, Actual: 1.86%
[2025-12-03T20:57:02.342138] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -1.45%, Actual: 0.79%
[2025-12-03T20:57:02.512945] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 7.23%, Actual: 1.58%
[2025-12-03T20:57:02.678858] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -4.60%, Actual: 1.87%
[2025-12-03T20:57:02.841288] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.97%, Actual: 11.60%
[2025-12-03T20:57:03.006393] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -6.44%, Actual: 7.16%
[2025-12-03T20:57:03.174864] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 5.80%, Actual: 0.26%
[2025-12-03T20:57:03.338253] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 2.31%
[2025-12-03T20:57:03.338414] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 45.2170%
[2025-12-03T20:57:03.338494] [INFO ] [main      ] KTOS: DISCARDED add_open_vs_close_liquidity_ratio (score: 45.22%)
[2025-12-03T20:57:03.338535] [INFO ] [main      ] KTOS: Testing feature 26/53: add_open_vs_prev_range_position
[2025-12-03T20:57:03.338565] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_open_vs_prev_range_position']
[2025-12-03T20:57:03.338617] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:57:03.351815] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:57:03.352171] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:57:03.352989] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:03.353046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:03.353742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:03.356498] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:03.753947] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:57:03.918381] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:57:04.030133] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -1.07% | Symbol ETA: 14.9s | Global ETA: N/A
[2025-12-03T20:57:04.030249] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:57:04.031015] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:04.031073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:04.031747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:04.034469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:04.366885] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:57:04.536798] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:57:04.645847] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -1.22% | Symbol ETA: 14.0s | Global ETA: N/A
[2025-12-03T20:57:04.645962] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:57:04.646730] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:04.646788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:04.647440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:04.650234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:04.980359] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:57:05.144180] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:57:05.249972] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.81% | Symbol ETA: 13.3s | Global ETA: N/A
[2025-12-03T20:57:05.250089] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:57:05.250851] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:05.250908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:05.251562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:05.254297] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:05.582765] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:57:05.746759] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:57:05.860644] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 1.07% | Symbol ETA: 12.6s | Global ETA: N/A
[2025-12-03T20:57:05.860770] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:57:05.861549] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:05.861631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:05.862330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:05.865288] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:06.207541] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:57:06.379552] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:57:06.486396] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 8.42% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-12-03T20:57:06.486523] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:57:06.487311] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:06.487369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:06.488100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:06.490870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:06.820068] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:57:06.991835] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:57:07.103421] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 0.17% | Symbol ETA: 11.3s | Global ETA: N/A
[2025-12-03T20:57:07.103549] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:57:07.104365] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:07.104425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:07.105134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:07.107980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:07.456917] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:57:07.629418] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:57:07.736896] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.41% | Symbol ETA: 10.7s | Global ETA: N/A
[2025-12-03T20:57:07.737017] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:57:07.737790] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:07.737847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:07.738535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:07.741492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:08.091213] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:57:08.263685] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:57:08.392672] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.12% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-12-03T20:57:08.392817] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:57:08.393993] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:08.394072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:08.395109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:08.399321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:08.753960] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:57:08.924824] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:57:09.034616] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.55% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-12-03T20:57:09.034735] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:57:09.035675] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:09.035735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:09.036531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T20:57:09.039393] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:09.382614] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:57:09.556597] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:57:09.662512] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.43% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-03T20:57:09.830944] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -1.07%, Actual: 0.15%
[2025-12-03T20:57:10.014492] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -1.22%, Actual: 3.26%
[2025-12-03T20:57:10.183169] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.81%, Actual: 1.86%
[2025-12-03T20:57:10.350831] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 1.07%, Actual: 0.79%
[2025-12-03T20:57:10.516857] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 8.42%, Actual: 1.58%
[2025-12-03T20:57:10.682422] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 0.17%, Actual: 1.87%
[2025-12-03T20:57:10.849310] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.41%, Actual: 11.60%
[2025-12-03T20:57:11.014686] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.12%, Actual: 7.16%
[2025-12-03T20:57:11.181008] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.55%, Actual: 0.26%
[2025-12-03T20:57:11.346076] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.43%, Actual: 2.31%
[2025-12-03T20:57:11.346286] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 33.6476%
[2025-12-03T20:57:11.346369] [INFO ] [main      ] KTOS: DISCARDED add_open_vs_prev_range_position (score: 33.65%)
[2025-12-03T20:57:11.346413] [INFO ] [main      ] KTOS: Testing feature 27/53: add_overnight_gap_amplitude
[2025-12-03T20:57:11.346444] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_overnight_gap_amplitude']
[2025-12-03T20:57:11.346485] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:57:11.364318] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:57:11.364788] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:57:11.365733] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:11.365793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:11.366528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:11.367118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:11.702926] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:57:11.869144] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:57:11.975315] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -0.92% | Symbol ETA: 13.5s | Global ETA: N/A
[2025-12-03T20:57:11.975432] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:57:11.976194] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:11.976253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:11.976987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:11.977530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:12.311959] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:57:12.479926] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:57:12.588590] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 1.02% | Symbol ETA: 12.9s | Global ETA: N/A
[2025-12-03T20:57:12.588719] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:57:12.589588] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:12.589647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:12.590378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:12.591014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:12.925888] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:57:13.090701] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:57:13.194182] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.60% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-12-03T20:57:13.194303] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:57:13.195064] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:13.195121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:13.195797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:13.196336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:13.537965] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:57:13.703830] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:57:13.806741] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.43% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-12-03T20:57:13.806858] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:57:13.807617] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:13.807673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:13.808343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:13.808932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:14.142917] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:57:14.307489] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:57:14.412932] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 7.51% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-12-03T20:57:14.413054] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:57:14.413851] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:14.413914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:14.414621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:14.415189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:14.746008] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:57:14.910323] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:57:15.014349] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -1.46% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-12-03T20:57:15.014466] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:57:15.015230] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:15.015288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:15.015999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:15.016537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:15.346984] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:57:15.515232] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:57:15.618940] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 4.39% | Symbol ETA: 9.8s | Global ETA: N/A
[2025-12-03T20:57:15.619056] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:57:15.619817] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:15.619877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:15.620534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:15.621097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:15.954302] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:57:16.121026] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:57:16.224929] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -5.02% | Symbol ETA: 9.2s | Global ETA: N/A
[2025-12-03T20:57:16.225057] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:57:16.225863] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:16.225923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:16.226618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:16.227182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:16.563748] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:57:16.730510] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:57:16.832198] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 2.75% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-03T20:57:16.832316] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:57:16.833140] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:16.833204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:16.833905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T20:57:16.834460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:17.185968] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:57:17.357143] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:57:17.468201] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.55% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-03T20:57:17.645639] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -0.92%, Actual: 0.15%
[2025-12-03T20:57:17.818750] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 1.02%, Actual: 3.26%
[2025-12-03T20:57:17.985902] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.60%, Actual: 1.86%
[2025-12-03T20:57:18.152972] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.43%, Actual: 0.79%
[2025-12-03T20:57:18.321937] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 7.51%, Actual: 1.58%
[2025-12-03T20:57:18.487722] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -1.46%, Actual: 1.87%
[2025-12-03T20:57:18.655537] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 4.39%, Actual: 11.60%
[2025-12-03T20:57:18.824364] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -5.02%, Actual: 7.16%
[2025-12-03T20:57:18.991568] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 2.75%, Actual: 0.26%
[2025-12-03T20:57:19.158984] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.55%, Actual: 2.31%
[2025-12-03T20:57:19.159202] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 41.4543%
[2025-12-03T20:57:19.159282] [INFO ] [main      ] KTOS: DISCARDED add_overnight_gap_amplitude (score: 41.45%)
[2025-12-03T20:57:19.159343] [INFO ] [main      ] KTOS: Testing feature 28/53: add_overnight_gap_mag
[2025-12-03T20:57:19.159402] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_overnight_gap_mag']
[2025-12-03T20:57:19.159437] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:57:19.172636] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:57:19.173037] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:57:19.173974] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:19.174035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:19.174772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:19.175412] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:19.513161] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:57:19.688105] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:57:19.795830] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 12.8s | Global ETA: N/A
[2025-12-03T20:57:19.795949] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:57:19.796736] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:19.796800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:19.797477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:19.798146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:20.153445] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:57:20.323623] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:57:20.431849] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 12.3s | Global ETA: N/A
[2025-12-03T20:57:20.431966] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:57:20.432746] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:20.432804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:20.433505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:20.434145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:20.786751] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:57:20.956985] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:57:21.068953] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -4.61% | Symbol ETA: 11.7s | Global ETA: N/A
[2025-12-03T20:57:21.069072] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:57:21.069842] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:21.069899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:21.070569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:21.071194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:21.408985] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:57:21.577560] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:57:21.683402] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 11.0s | Global ETA: N/A
[2025-12-03T20:57:21.683520] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:57:21.684281] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:21.684356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:21.685042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:21.685668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:22.020270] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:57:22.185423] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:57:22.290724] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.86% | Symbol ETA: 10.4s | Global ETA: N/A
[2025-12-03T20:57:22.290843] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:57:22.291605] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:22.291662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:22.292331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:22.292955] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:22.627425] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:57:22.793521] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:57:22.895115] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-03T20:57:22.895232] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:57:22.895993] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:22.896050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:22.896730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:22.897342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:23.226394] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:57:23.392563] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:57:23.495866] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-12-03T20:57:23.495984] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:57:23.496756] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:23.496813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:23.497474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:23.498114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:23.834789] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:57:24.000703] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:57:24.101421] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -5.70% | Symbol ETA: 8.5s | Global ETA: N/A
[2025-12-03T20:57:24.101542] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:57:24.102299] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:24.102369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:24.103048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:24.103672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:24.436166] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:57:24.603321] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:57:24.702338] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 5.30% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-03T20:57:24.702456] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:57:24.703216] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:24.703313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:24.703992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T20:57:24.704613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:25.048566] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:57:25.212380] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:57:25.312187] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -3.13% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-12-03T20:57:25.481468] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.02%, Actual: 0.15%
[2025-12-03T20:57:25.659650] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.98%, Actual: 3.26%
[2025-12-03T20:57:25.834557] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -4.61%, Actual: 1.86%
[2025-12-03T20:57:25.997999] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -1.31%, Actual: 0.79%
[2025-12-03T20:57:26.166681] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.86%, Actual: 1.58%
[2025-12-03T20:57:26.337992] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.19%, Actual: 1.87%
[2025-12-03T20:57:26.509360] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.35%, Actual: 11.60%
[2025-12-03T20:57:26.685886] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -5.70%, Actual: 7.16%
[2025-12-03T20:57:26.857073] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 5.30%, Actual: 0.26%
[2025-12-03T20:57:27.021784] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.13%, Actual: 2.31%
[2025-12-03T20:57:27.021965] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.2978%
[2025-12-03T20:57:27.022045] [INFO ] [main      ] KTOS: DISCARDED add_overnight_gap_mag (score: 32.30%)
[2025-12-03T20:57:27.022088] [INFO ] [main      ] KTOS: Testing feature 29/53: add_pct_change
[2025-12-03T20:57:27.022118] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_pct_change']
[2025-12-03T20:57:27.022151] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:57:27.035749] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:57:27.036133] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:57:27.036992] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:27.037050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:27.037757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:27.039886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:27.382415] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:57:27.555166] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:57:27.668358] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 1.64% | Symbol ETA: 12.4s | Global ETA: N/A
[2025-12-03T20:57:27.668476] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:57:27.669247] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:27.669304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:27.670021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:27.671930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:28.009435] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:57:28.177775] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:57:28.294292] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.59% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-12-03T20:57:28.294419] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:57:28.295246] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:28.295305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:28.296013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:28.297964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:28.666458] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:57:28.834604] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:57:28.950716] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.61% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-12-03T20:57:28.950833] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:57:28.951606] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:28.951668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:28.952325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:28.954214] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:29.299643] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:57:29.467358] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:57:29.580917] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.66% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-12-03T20:57:29.581037] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:57:29.581840] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:29.581898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:29.582631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:29.584674] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:29.929700] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:57:30.099841] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:57:30.209172] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.30% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-12-03T20:57:30.209295] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:57:30.210084] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:30.210144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:30.210843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:30.212743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:30.549879] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:57:30.736593] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:57:30.844919] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 0.18% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-12-03T20:57:30.845038] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:57:30.845830] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:30.845886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:30.846552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:30.848620] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:31.189616] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:57:31.358510] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:57:31.468673] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 6.54% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-03T20:57:31.468796] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:57:31.469626] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:31.469726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:31.470448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:31.472449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:31.814875] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:57:31.984508] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:57:32.089706] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -0.69% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-03T20:57:32.089823] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:57:32.090563] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:32.090645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:32.091309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:32.093199] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:32.426643] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:57:32.595483] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:57:32.703453] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 2.45% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-03T20:57:32.703595] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:57:32.704398] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:32.704456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:32.705154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T20:57:32.707120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:33.050683] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:57:33.217535] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:57:33.328525] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -1.50% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-03T20:57:33.494994] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 1.64%, Actual: 0.15%
[2025-12-03T20:57:33.661847] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.59%, Actual: 3.26%
[2025-12-03T20:57:33.829832] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.61%, Actual: 1.86%
[2025-12-03T20:57:34.000390] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.66%, Actual: 0.79%
[2025-12-03T20:57:34.173610] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.30%, Actual: 1.58%
[2025-12-03T20:57:34.343999] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 0.18%, Actual: 1.87%
[2025-12-03T20:57:34.517362] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 6.54%, Actual: 11.60%
[2025-12-03T20:57:34.689663] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -0.69%, Actual: 7.16%
[2025-12-03T20:57:34.859855] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 2.45%, Actual: 0.26%
[2025-12-03T20:57:35.026491] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -1.50%, Actual: 2.31%
[2025-12-03T20:57:35.026701] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 31.3860%
[2025-12-03T20:57:35.026808] [INFO ] [main      ] KTOS: DISCARDED add_pct_change (score: 31.39%)
[2025-12-03T20:57:35.026853] [INFO ] [main      ] KTOS: Testing feature 30/53: add_preclose_acceleration_mag
[2025-12-03T20:57:35.026884] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_preclose_acceleration_mag']
[2025-12-03T20:57:35.026917] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:57:35.039973] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:57:35.040351] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:57:35.041230] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:35.041289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:35.042011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:35.043152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:35.383710] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:57:35.548195] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:57:35.651269] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.84% | Symbol ETA: 11.8s | Global ETA: N/A
[2025-12-03T20:57:35.651387] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:57:35.652157] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:35.652216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:35.652892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:35.653839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:35.985000] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:57:36.150011] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:57:36.261094] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.89% | Symbol ETA: 11.2s | Global ETA: N/A
[2025-12-03T20:57:36.261214] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:57:36.261994] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:36.262053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:36.262758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:36.263718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:36.599226] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:57:36.766232] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:57:36.870972] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.20% | Symbol ETA: 10.6s | Global ETA: N/A
[2025-12-03T20:57:36.871095] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:57:36.871924] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:36.872005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:36.872733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:36.873716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:37.211240] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:57:37.379143] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:57:37.483084] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 1.79% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-12-03T20:57:37.483205] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:57:37.483977] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:37.484034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:37.484713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:37.485660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:37.830186] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:57:37.998755] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:57:38.100511] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.84% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-12-03T20:57:38.100649] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:57:38.101442] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:38.101502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:38.102198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:38.103166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:38.466186] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:57:38.637526] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:57:38.734619] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.72% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-03T20:57:38.734739] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:57:38.735476] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:38.735532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:38.736268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:38.737223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:39.078854] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:57:39.252754] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:57:39.353657] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.26% | Symbol ETA: 8.2s | Global ETA: N/A
[2025-12-03T20:57:39.353778] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:57:39.354530] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:39.354620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:39.355287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:39.356240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:39.712659] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:57:39.881247] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:57:39.982736] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -4.96% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-03T20:57:39.982856] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:57:39.983618] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:39.983675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:39.984336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:39.985265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:40.321842] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:57:40.489991] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:57:40.587497] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.37% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-12-03T20:57:40.587636] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:57:40.588448] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:40.588507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:40.589205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:57:40.590154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:40.925368] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:57:41.096156] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:57:41.194604] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.57% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-03T20:57:41.363257] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.84%, Actual: 0.15%
[2025-12-03T20:57:41.532009] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.89%, Actual: 3.26%
[2025-12-03T20:57:41.700655] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.20%, Actual: 1.86%
[2025-12-03T20:57:41.868416] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 1.79%, Actual: 0.79%
[2025-12-03T20:57:42.036889] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.84%, Actual: 1.58%
[2025-12-03T20:57:42.202461] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.72%, Actual: 1.87%
[2025-12-03T20:57:42.368450] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.26%, Actual: 11.60%
[2025-12-03T20:57:42.533728] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -4.96%, Actual: 7.16%
[2025-12-03T20:57:42.702987] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.37%, Actual: 0.26%
[2025-12-03T20:57:42.881060] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.57%, Actual: 2.31%
[2025-12-03T20:57:42.881271] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 38.1014%
[2025-12-03T20:57:42.881363] [INFO ] [main      ] KTOS: DISCARDED add_preclose_acceleration_mag (score: 38.10%)
[2025-12-03T20:57:42.881406] [INFO ] [main      ] KTOS: Testing feature 31/53: add_prev_1100_to_open
[2025-12-03T20:57:42.881436] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prev_1100_to_open']
[2025-12-03T20:57:42.881469] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:57:43.089677] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:57:43.090063] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:57:43.090916] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:43.090974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:43.091724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:43.092335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:43.429825] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:57:43.611033] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:57:43.718685] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -0.12% | Symbol ETA: 11.4s | Global ETA: N/A
[2025-12-03T20:57:43.718812] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:57:43.719671] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:43.719732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:43.720479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:43.721140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:44.063887] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:57:44.232741] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:57:44.346786] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.96% | Symbol ETA: 10.8s | Global ETA: N/A
[2025-12-03T20:57:44.346910] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:57:44.347699] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:44.347758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:44.348480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:44.349117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:44.697956] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:57:44.872929] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:57:44.981422] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.33% | Symbol ETA: 10.2s | Global ETA: N/A
[2025-12-03T20:57:44.981616] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:57:44.982438] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:44.982498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:44.983236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:44.983922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:45.332181] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:57:45.502519] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:57:45.609896] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.55% | Symbol ETA: 9.5s | Global ETA: N/A
[2025-12-03T20:57:45.610010] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:57:45.610777] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:45.610834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:45.611492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:45.612114] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:45.966938] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:57:46.143856] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:57:46.249923] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 15.82% | Symbol ETA: 8.9s | Global ETA: N/A
[2025-12-03T20:57:46.250042] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:57:46.250808] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:46.250865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:46.251532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:46.252154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:46.591803] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:57:46.765070] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:57:46.868462] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.50% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-03T20:57:46.868605] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:57:46.869379] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:46.869436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:46.870141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:46.870772] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:47.213877] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:57:47.383878] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:57:47.487977] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.26% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-03T20:57:47.488116] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:57:47.488894] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:47.488951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:47.489647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:47.490251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:47.951687] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:57:48.225835] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:57:48.359446] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -4.71% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-03T20:57:48.359652] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:57:48.360775] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:48.360846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:48.361828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:48.362752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:48.869897] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:57:49.073549] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:57:49.183116] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 5.71% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-03T20:57:49.183259] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:57:49.184066] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:49.184124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:49.185018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T20:57:49.185660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:49.526326] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:57:49.694853] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:57:49.797624] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.38% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-03T20:57:50.028258] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -0.12%, Actual: 0.15%
[2025-12-03T20:57:50.197518] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.96%, Actual: 3.26%
[2025-12-03T20:57:50.365596] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.33%, Actual: 1.86%
[2025-12-03T20:57:50.533543] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.55%, Actual: 0.79%
[2025-12-03T20:57:50.752466] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 15.82%, Actual: 1.58%
[2025-12-03T20:57:50.922500] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.50%, Actual: 1.87%
[2025-12-03T20:57:51.097948] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.26%, Actual: 11.60%
[2025-12-03T20:57:51.267422] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -4.71%, Actual: 7.16%
[2025-12-03T20:57:51.436196] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 5.71%, Actual: 0.26%
[2025-12-03T20:57:51.606253] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.38%, Actual: 2.31%
[2025-12-03T20:57:51.606503] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 45.0663%
[2025-12-03T20:57:51.606617] [INFO ] [main      ] KTOS: DISCARDED add_prev_1100_to_open (score: 45.07%)
[2025-12-03T20:57:51.606663] [INFO ] [main      ] KTOS: Testing feature 32/53: add_prev_close_to_1100
[2025-12-03T20:57:51.606697] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prev_close_to_1100']
[2025-12-03T20:57:51.606733] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:57:51.620244] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:57:51.620661] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:57:51.621515] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:51.621599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:51.622336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:51.622989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:52.018794] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:57:52.188493] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:57:52.302585] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 4.20% | Symbol ETA: 12.0s | Global ETA: N/A
[2025-12-03T20:57:52.302705] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:57:52.303446] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:52.303503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:52.304180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:52.304820] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:52.641190] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:57:52.805890] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:57:52.913404] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.62% | Symbol ETA: 11.1s | Global ETA: N/A
[2025-12-03T20:57:52.913523] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:57:52.914306] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:52.914366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:52.915063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:52.915709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:53.253041] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:57:53.418940] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:57:53.523480] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.18% | Symbol ETA: 10.3s | Global ETA: N/A
[2025-12-03T20:57:53.523618] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:57:53.524393] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:53.524451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:53.525145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:53.525786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:53.860547] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:57:54.047054] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:57:54.152551] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -1.13% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-03T20:57:54.152688] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:57:54.153426] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:54.153484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:54.154172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:54.154806] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:54.486456] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:57:54.652477] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:57:54.756061] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 8.74% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-03T20:57:54.756179] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:57:54.756948] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:54.757008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:54.757690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:54.758319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:55.091519] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:57:55.257441] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:57:55.359328] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -1.12% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-12-03T20:57:55.359448] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:57:55.360210] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:55.360267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:55.360960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:55.361563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:55.697446] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:57:55.863323] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:57:55.965498] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.90% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-03T20:57:55.965637] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:57:55.966366] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:55.966424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:55.967110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:55.967734] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:56.299711] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:57:56.464730] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:57:56.565754] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -1.64% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-03T20:57:56.565878] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:57:56.566636] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:56.566693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:56.567355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:56.567980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:56.900848] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:57:57.071875] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:57:57.174369] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 3.46% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-03T20:57:57.174491] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:57:57.175290] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:57.175351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:57.176062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T20:57:57.176705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:57.521282] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:57:57.692536] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:57:57.800208] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -3.12% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-03T20:57:57.976604] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 4.20%, Actual: 0.15%
[2025-12-03T20:57:58.146595] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.62%, Actual: 3.26%
[2025-12-03T20:57:58.319990] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.18%, Actual: 1.86%
[2025-12-03T20:57:58.487610] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -1.13%, Actual: 0.79%
[2025-12-03T20:57:58.655706] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 8.74%, Actual: 1.58%
[2025-12-03T20:57:58.827368] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -1.12%, Actual: 1.87%
[2025-12-03T20:57:58.996155] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.90%, Actual: 11.60%
[2025-12-03T20:57:59.164332] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -1.64%, Actual: 7.16%
[2025-12-03T20:57:59.334118] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 3.46%, Actual: 0.26%
[2025-12-03T20:57:59.500833] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.12%, Actual: 2.31%
[2025-12-03T20:57:59.501025] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 34.4154%
[2025-12-03T20:57:59.501102] [INFO ] [main      ] KTOS: DISCARDED add_prev_close_to_1100 (score: 34.42%)
[2025-12-03T20:57:59.501143] [INFO ] [main      ] KTOS: Testing feature 33/53: add_prev_close_to_open
[2025-12-03T20:57:59.501172] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prev_close_to_open']
[2025-12-03T20:57:59.501205] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:57:59.514719] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:57:59.515103] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:57:59.515931] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:57:59.515988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:57:59.516700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:57:59.517314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:57:59.850332] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:58:00.017953] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:58:00.135205] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.02% | Symbol ETA: 10.5s | Global ETA: N/A
[2025-12-03T20:58:00.135320] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:58:00.136439] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:00.136512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:00.137548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:00.138525] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:00.483868] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:58:00.649924] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:58:00.755549] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.98% | Symbol ETA: 9.9s | Global ETA: N/A
[2025-12-03T20:58:00.755674] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:58:00.756419] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:00.756476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:00.757171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:00.757800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:01.103279] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:58:01.269965] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:58:01.376219] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -4.61% | Symbol ETA: 9.3s | Global ETA: N/A
[2025-12-03T20:58:01.376339] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:58:01.377113] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:01.377171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:01.377849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:01.378474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:01.709398] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:58:01.877710] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:58:01.982943] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -1.31% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-03T20:58:01.983071] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:58:01.983907] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:01.983986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:01.984707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:01.985336] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:02.320232] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:58:02.485428] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:58:02.590908] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.86% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-03T20:58:02.591031] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:58:02.591809] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:02.591865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:02.592560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:02.593195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:02.926112] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:58:03.093850] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:58:03.195187] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.19% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-03T20:58:03.195302] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:58:03.196070] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:03.196127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:03.196805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:03.197407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:03.532816] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:58:03.698776] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:58:03.802739] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.35% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-12-03T20:58:03.802859] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:58:03.803653] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:03.803712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:03.804393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:03.805046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:04.135963] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:58:04.301910] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:58:04.402768] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -5.70% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-12-03T20:58:04.402892] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:58:04.403648] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:04.403705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:04.404372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:04.404993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:04.737597] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:58:04.903873] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:58:05.002280] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 5.30% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-03T20:58:05.002405] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:58:05.003200] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:05.003258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:05.003957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T20:58:05.004587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:05.342181] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:58:05.509417] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:58:05.609367] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -3.13% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-03T20:58:05.776038] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.02%, Actual: 0.15%
[2025-12-03T20:58:05.942918] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.98%, Actual: 3.26%
[2025-12-03T20:58:06.110640] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -4.61%, Actual: 1.86%
[2025-12-03T20:58:06.278219] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -1.31%, Actual: 0.79%
[2025-12-03T20:58:06.452752] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.86%, Actual: 1.58%
[2025-12-03T20:58:06.619456] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.19%, Actual: 1.87%
[2025-12-03T20:58:06.789046] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.35%, Actual: 11.60%
[2025-12-03T20:58:06.957169] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -5.70%, Actual: 7.16%
[2025-12-03T20:58:07.128495] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 5.30%, Actual: 0.26%
[2025-12-03T20:58:07.296179] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.13%, Actual: 2.31%
[2025-12-03T20:58:07.296399] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.2978%
[2025-12-03T20:58:07.296479] [INFO ] [main      ] KTOS: DISCARDED add_prev_close_to_open (score: 32.30%)
[2025-12-03T20:58:07.296521] [INFO ] [main      ] KTOS: Testing feature 34/53: add_prior_day_tail_pressure
[2025-12-03T20:58:07.296550] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prior_day_tail_pressure']
[2025-12-03T20:58:07.296608] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:58:07.314267] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:58:07.314773] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:58:07.315963] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:07.316036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:07.317030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:07.320777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:07.666298] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:58:07.835530] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:58:07.941337] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 2.12% | Symbol ETA: 10.1s | Global ETA: N/A
[2025-12-03T20:58:07.941487] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:58:07.942271] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:07.942329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:07.943036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:07.945703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:08.283715] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:58:08.452125] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:58:08.554368] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.63% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-12-03T20:58:08.554482] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:58:08.555235] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:08.555293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:08.555974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:08.558605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:08.887403] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:58:09.065254] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:58:09.180750] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.73% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-03T20:58:09.180878] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:58:09.181711] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:09.181772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:09.182536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:09.185414] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:09.545514] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:58:09.725695] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:58:09.832850] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 2.12% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-03T20:58:09.832992] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:58:09.833851] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:09.833912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:09.834627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:09.837389] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:10.199770] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:58:10.365641] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:58:10.471117] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 11.79% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-03T20:58:10.471238] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:58:10.472027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:10.472085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:10.472775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:10.475452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:10.808120] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:58:10.973587] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:58:11.075475] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -1.82% | Symbol ETA: 7.0s | Global ETA: N/A
[2025-12-03T20:58:11.075620] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:58:11.076367] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:11.076425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:11.077107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:11.079730] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:11.418941] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:58:11.584484] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:58:11.686175] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.58% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-03T20:58:11.686297] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:58:11.687061] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:11.687119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:11.687917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:11.690534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:12.026889] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:58:12.190749] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:58:12.290844] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -6.67% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-03T20:58:12.290963] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:58:12.291752] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:12.291833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:12.292518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:12.295197] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:12.634599] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:58:12.799969] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:58:12.903407] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: -0.57% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-12-03T20:58:12.903526] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:58:12.904330] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:12.904387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:12.905088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T20:58:12.907823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:13.256262] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:58:13.424973] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:58:13.530874] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -0.73% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-03T20:58:13.703233] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 2.12%, Actual: 0.15%
[2025-12-03T20:58:13.873012] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.63%, Actual: 3.26%
[2025-12-03T20:58:14.040105] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.73%, Actual: 1.86%
[2025-12-03T20:58:14.209032] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 2.12%, Actual: 0.79%
[2025-12-03T20:58:14.375789] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 11.79%, Actual: 1.58%
[2025-12-03T20:58:14.548531] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -1.82%, Actual: 1.87%
[2025-12-03T20:58:14.728896] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.58%, Actual: 11.60%
[2025-12-03T20:58:14.895109] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -6.67%, Actual: 7.16%
[2025-12-03T20:58:15.061594] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: -0.57%, Actual: 0.26%
[2025-12-03T20:58:15.231677] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -0.73%, Actual: 2.31%
[2025-12-03T20:58:15.231857] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 37.5089%
[2025-12-03T20:58:15.231932] [INFO ] [main      ] KTOS: DISCARDED add_prior_day_tail_pressure (score: 37.51%)
[2025-12-03T20:58:15.232003] [INFO ] [main      ] KTOS: Testing feature 35/53: add_prior_mag_lag
[2025-12-03T20:58:15.232035] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_prior_mag_lag']
[2025-12-03T20:58:15.232071] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:58:15.250313] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:58:15.250917] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:58:15.251952] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:15.252016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:15.252853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:15.254415] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:15.609309] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:58:15.780786] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:58:15.898730] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 3.68% | Symbol ETA: 10.0s | Global ETA: N/A
[2025-12-03T20:58:15.898921] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:58:15.899811] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:15.899872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:15.900620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:15.902156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:16.256140] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:58:16.443140] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:58:16.558709] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.27% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-12-03T20:58:16.558891] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:58:16.559838] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:16.559900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:16.560663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:16.562244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:16.913247] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:58:17.089544] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:58:17.204691] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.61% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-03T20:58:17.204871] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:58:17.205774] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:17.205839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:17.206670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:17.208263] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:17.556784] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:58:17.732002] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:58:17.846555] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.85% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-12-03T20:58:17.846767] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:58:17.847689] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:17.847751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:17.848520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:17.850130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:18.206005] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:58:18.378762] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:58:18.487957] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.52% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-03T20:58:18.488103] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:58:18.488892] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:18.488951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:18.489629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:18.491119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:18.826884] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:58:18.993630] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:58:19.101954] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -3.08% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-12-03T20:58:19.102076] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:58:19.102881] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:19.102940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:19.103645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:19.105348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:19.442589] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:58:19.622014] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:58:19.735973] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.81% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-03T20:58:19.736165] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:58:19.737310] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:19.737566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:19.738365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:19.739995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:20.096705] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:58:20.268601] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:58:20.376218] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.53% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-03T20:58:20.376403] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:58:20.377327] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:20.377390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:20.378212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:20.379782] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:20.726906] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:58:20.914884] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:58:21.024625] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 1.95% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-03T20:58:21.024800] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:58:21.025726] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:21.025788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:21.026553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T20:58:21.028126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:21.396123] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:58:21.572119] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:58:21.680884] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: 1.09% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-03T20:58:21.860694] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 3.68%, Actual: 0.15%
[2025-12-03T20:58:22.034781] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.27%, Actual: 3.26%
[2025-12-03T20:58:22.206447] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.61%, Actual: 1.86%
[2025-12-03T20:58:22.381669] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.85%, Actual: 0.79%
[2025-12-03T20:58:22.556643] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.52%, Actual: 1.58%
[2025-12-03T20:58:22.741548] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -3.08%, Actual: 1.87%
[2025-12-03T20:58:22.920972] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.81%, Actual: 11.60%
[2025-12-03T20:58:23.099633] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.53%, Actual: 7.16%
[2025-12-03T20:58:23.281326] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 1.95%, Actual: 0.26%
[2025-12-03T20:58:23.457438] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: 1.09%, Actual: 2.31%
[2025-12-03T20:58:23.457669] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 33.8762%
[2025-12-03T20:58:23.457765] [INFO ] [main      ] KTOS: DISCARDED add_prior_mag_lag (score: 33.88%)
[2025-12-03T20:58:23.457810] [INFO ] [main      ] KTOS: Testing feature 36/53: add_range_overlap_v_prior_day
[2025-12-03T20:58:23.457843] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_overlap_v_prior_day']
[2025-12-03T20:58:23.457878] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:58:23.472083] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:58:23.472467] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:58:23.473345] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:23.473405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:23.474130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:23.476452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:23.825248] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:58:24.001561] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:58:24.112166] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 4.30% | Symbol ETA: 9.7s | Global ETA: N/A
[2025-12-03T20:58:24.112288] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:58:24.113095] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:24.113153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:24.114075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:24.116603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:24.466686] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:58:24.634074] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:58:24.747070] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.28% | Symbol ETA: 9.1s | Global ETA: N/A
[2025-12-03T20:58:24.747191] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:58:24.747955] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:24.748013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:24.748922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:24.751532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:25.092862] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:58:25.263661] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:58:25.367785] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -2.00% | Symbol ETA: 8.4s | Global ETA: N/A
[2025-12-03T20:58:25.367903] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:58:25.368689] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:25.368746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:25.369404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:25.371667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:25.731549] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:58:25.913439] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:58:26.025122] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.78% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-03T20:58:26.025241] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:58:26.026013] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:26.026071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:26.026744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:26.029036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:26.407018] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:58:26.578771] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:58:26.687980] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 8.22% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-12-03T20:58:26.688116] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:58:26.688898] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:26.688955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:26.689632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:26.691866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:27.044175] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:58:27.218487] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:58:27.327183] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 5.25% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-12-03T20:58:27.327327] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:58:27.328183] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:27.328243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:27.328950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:27.331611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:27.677813] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:58:27.848344] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:58:27.953779] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.43% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-03T20:58:27.953897] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:58:27.954659] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:27.954715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:27.955397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:27.957655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:28.289455] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:58:28.455874] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:58:28.562207] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.80% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-12-03T20:58:28.562330] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:58:28.563160] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:28.563219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:28.564085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:28.566465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:28.906623] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:58:29.078456] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:58:29.183018] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.44% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-03T20:58:29.183135] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:58:29.183901] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:29.183957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:29.184774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T20:58:29.187040] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:29.523207] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:58:29.688745] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:58:29.796181] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -6.16% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-03T20:58:29.965284] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 4.30%, Actual: 0.15%
[2025-12-03T20:58:30.132200] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.28%, Actual: 3.26%
[2025-12-03T20:58:30.301440] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -2.00%, Actual: 1.86%
[2025-12-03T20:58:30.473248] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.78%, Actual: 0.79%
[2025-12-03T20:58:30.642779] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 8.22%, Actual: 1.58%
[2025-12-03T20:58:30.819521] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 5.25%, Actual: 1.87%
[2025-12-03T20:58:31.019115] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.43%, Actual: 11.60%
[2025-12-03T20:58:31.196275] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.80%, Actual: 7.16%
[2025-12-03T20:58:31.365491] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.44%, Actual: 0.26%
[2025-12-03T20:58:31.538978] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -6.16%, Actual: 2.31%
[2025-12-03T20:58:31.539196] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.1446%
[2025-12-03T20:58:31.539282] [INFO ] [main      ] KTOS: DISCARDED add_range_overlap_v_prior_day (score: 32.14%)
[2025-12-03T20:58:31.539325] [INFO ] [main      ] KTOS: Testing feature 37/53: add_range_volume_efficiency
[2025-12-03T20:58:31.539357] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency']
[2025-12-03T20:58:31.539393] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:58:31.556929] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:58:31.557629] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:58:31.558944] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:31.559066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:31.560016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:31.562394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:31.920483] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:58:32.093121] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:58:32.201594] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.90% | Symbol ETA: 9.4s | Global ETA: N/A
[2025-12-03T20:58:32.201712] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:58:32.202519] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:32.202597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:32.203300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:32.205368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:32.541806] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:58:32.711810] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:58:32.817347] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 1.00% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-03T20:58:32.817466] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:58:32.818274] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:32.818335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:32.819050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:32.821118] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:33.164989] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:58:33.331513] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:58:33.435352] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.77% | Symbol ETA: 8.0s | Global ETA: N/A
[2025-12-03T20:58:33.435473] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:58:33.436263] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:33.436323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:33.437031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:33.439151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:33.779025] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:58:33.946161] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:58:34.051956] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.50% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-03T20:58:34.052076] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:58:34.052863] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:34.052922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:34.053666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:34.055740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:34.395209] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:58:34.571172] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:58:34.678221] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 12.64% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-03T20:58:34.678342] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:58:34.679169] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:34.679247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:34.679984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:34.682106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:35.019362] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:58:35.186987] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:58:35.288848] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -3.97% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-03T20:58:35.288968] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:58:35.289739] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:35.289796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:35.290454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:35.292460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:35.626641] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:58:35.795623] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:58:35.897867] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 3.43% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-03T20:58:35.897985] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:58:35.898813] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:35.898873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:35.899560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:35.901655] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:36.234699] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:58:36.401839] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:58:36.504613] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -5.23% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-03T20:58:36.504729] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:58:36.505458] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:36.505514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:36.506197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:36.508243] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:36.844713] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:58:37.014664] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:58:37.115907] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.78% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-03T20:58:37.116025] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:58:37.116852] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:37.116910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:37.117597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T20:58:37.119689] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:37.465314] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:58:37.642630] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:58:37.744596] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -7.31% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-03T20:58:37.911788] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.90%, Actual: 0.15%
[2025-12-03T20:58:38.074879] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 1.00%, Actual: 3.26%
[2025-12-03T20:58:38.240166] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.77%, Actual: 1.86%
[2025-12-03T20:58:38.411719] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.50%, Actual: 0.79%
[2025-12-03T20:58:38.583303] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 12.64%, Actual: 1.58%
[2025-12-03T20:58:38.774621] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -3.97%, Actual: 1.87%
[2025-12-03T20:58:38.964846] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.43%, Actual: 11.60%
[2025-12-03T20:58:39.199756] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -5.23%, Actual: 7.16%
[2025-12-03T20:58:39.373205] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.78%, Actual: 0.26%
[2025-12-03T20:58:39.542020] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -7.31%, Actual: 2.31%
[2025-12-03T20:58:39.542205] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 34.7608%
[2025-12-03T20:58:39.542296] [INFO ] [main      ] KTOS: DISCARDED add_range_volume_efficiency (score: 34.76%)
[2025-12-03T20:58:39.542340] [INFO ] [main      ] KTOS: Testing feature 38/53: add_range_volume_efficiency_refinements
[2025-12-03T20:58:39.542383] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_range_volume_efficiency_refinements']
[2025-12-03T20:58:39.542431] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:58:39.555634] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:58:39.556026] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:58:39.556870] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:39.556928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:39.557640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:39.561513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:39.911479] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:58:40.090383] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:58:40.201202] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.99% | Symbol ETA: 9.0s | Global ETA: N/A
[2025-12-03T20:58:40.201328] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:58:40.202121] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:40.202182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:40.202906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:40.206749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:40.542918] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:58:40.710974] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:58:40.820427] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.19% | Symbol ETA: 8.3s | Global ETA: N/A
[2025-12-03T20:58:40.820547] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:58:40.821362] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:40.821422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:40.822126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:40.826038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:41.164726] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:58:41.334884] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:58:41.440888] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -2.43% | Symbol ETA: 7.6s | Global ETA: N/A
[2025-12-03T20:58:41.441047] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:58:41.442019] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:41.442089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:41.442891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:41.446807] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:41.798632] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:58:41.971655] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:58:42.093819] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 1.10% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-03T20:58:42.093944] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:58:42.094752] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:42.094812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:42.095504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:42.099819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:42.454595] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:58:42.668446] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:58:42.784867] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.32% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-03T20:58:42.785193] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:58:42.786318] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:42.786400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:42.787207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:42.791627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:43.142842] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:58:43.316076] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:58:43.421893] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.15% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-03T20:58:43.422016] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:58:43.422871] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:43.422935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:43.423766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:43.428339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:43.793531] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:58:43.974006] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:58:44.076724] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.75% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-03T20:58:44.076845] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:58:44.077602] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:44.077663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:44.081352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:44.085267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:44.444983] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:58:44.623519] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:58:44.728234] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -6.77% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-03T20:58:44.728370] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:58:44.729165] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:44.729223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:44.729901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:44.733668] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:45.095788] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:58:45.269632] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:58:45.371248] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 10.43% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-12-03T20:58:45.371368] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:58:45.372192] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:45.372251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:45.372970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T20:58:45.376870] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:45.723008] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:58:45.894372] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:58:45.994053] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.10% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-03T20:58:46.160486] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.99%, Actual: 0.15%
[2025-12-03T20:58:46.326243] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.19%, Actual: 3.26%
[2025-12-03T20:58:46.497129] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -2.43%, Actual: 1.86%
[2025-12-03T20:58:46.668918] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 1.10%, Actual: 0.79%
[2025-12-03T20:58:46.840455] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.32%, Actual: 1.58%
[2025-12-03T20:58:47.013934] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.15%, Actual: 1.87%
[2025-12-03T20:58:47.185504] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.75%, Actual: 11.60%
[2025-12-03T20:58:47.366604] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -6.77%, Actual: 7.16%
[2025-12-03T20:58:47.530185] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 10.43%, Actual: 0.26%
[2025-12-03T20:58:47.695401] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.10%, Actual: 2.31%
[2025-12-03T20:58:47.695595] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 37.3097%
[2025-12-03T20:58:47.695697] [INFO ] [main      ] KTOS: DISCARDED add_range_volume_efficiency_refinements (score: 37.31%)
[2025-12-03T20:58:47.695740] [INFO ] [main      ] KTOS: Testing feature 39/53: add_regime
[2025-12-03T20:58:47.695770] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_regime']
[2025-12-03T20:58:47.695803] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:58:47.743044] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:58:47.743444] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:58:47.744328] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:47.744403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:47.745143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:47.760215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:48.111050] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:58:48.276459] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:58:48.385033] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -0.18% | Symbol ETA: 8.8s | Global ETA: N/A
[2025-12-03T20:58:48.385148] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:58:48.385916] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:48.385973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:48.386651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:48.400544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:48.733816] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:58:48.904183] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:58:49.016700] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.65% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-12-03T20:58:49.016821] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:58:49.017619] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:49.017679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:49.018413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:49.032645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:49.365177] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:58:49.530263] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:58:49.644591] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -4.75% | Symbol ETA: 7.4s | Global ETA: N/A
[2025-12-03T20:58:49.644730] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:58:49.645471] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:49.645528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:49.646213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:49.660182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:49.989589] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:58:50.156970] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:58:50.264112] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 2.05% | Symbol ETA: 6.8s | Global ETA: N/A
[2025-12-03T20:58:50.264230] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:58:50.265002] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:50.265059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:50.265730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:50.279664] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:50.612375] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:58:50.777735] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:58:50.887971] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 16.67% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-03T20:58:50.888110] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:58:50.888878] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:50.888960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:50.889644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:50.903609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:51.237483] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:58:51.401779] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:58:51.508960] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 0.37% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-03T20:58:51.509091] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:58:51.509851] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:51.509909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:51.510586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:51.524429] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:51.861606] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:58:52.029225] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:58:52.137099] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 4.78% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-03T20:58:52.137219] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:58:52.137990] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:52.138074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:52.138774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:52.152753] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:52.486612] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:58:52.652221] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:58:52.759204] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.11% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-03T20:58:52.759320] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:58:52.760080] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:52.760136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:52.760814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:52.774484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:53.105682] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:58:53.272306] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:58:53.375505] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 3.73% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-03T20:58:53.375651] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:58:53.376398] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:53.376456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:53.377138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T20:58:53.391113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:53.725134] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:58:53.890260] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:58:53.994732] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.91% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-12-03T20:58:54.161390] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -0.18%, Actual: 0.15%
[2025-12-03T20:58:54.329459] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.65%, Actual: 3.26%
[2025-12-03T20:58:54.495316] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -4.75%, Actual: 1.86%
[2025-12-03T20:58:54.662293] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 2.05%, Actual: 0.79%
[2025-12-03T20:58:54.828092] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 16.67%, Actual: 1.58%
[2025-12-03T20:58:54.993706] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 0.37%, Actual: 1.87%
[2025-12-03T20:58:55.160657] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 4.78%, Actual: 11.60%
[2025-12-03T20:58:55.329382] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.11%, Actual: 7.16%
[2025-12-03T20:58:55.494447] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 3.73%, Actual: 0.26%
[2025-12-03T20:58:55.661362] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.91%, Actual: 2.31%
[2025-12-03T20:58:55.661569] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 36.3005%
[2025-12-03T20:58:55.661668] [INFO ] [main      ] KTOS: DISCARDED add_regime (score: 36.30%)
[2025-12-03T20:58:55.661710] [INFO ] [main      ] KTOS: Testing feature 40/53: add_regime_flags
[2025-12-03T20:58:55.661742] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_regime_flags']
[2025-12-03T20:58:55.661775] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:58:55.675177] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:58:55.675597] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:58:55.676420] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:55.676477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:55.677190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:58:55.678191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:56.008871] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:58:56.173156] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:58:56.279131] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 3.75% | Symbol ETA: 8.1s | Global ETA: N/A
[2025-12-03T20:58:56.279252] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:58:56.280024] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:56.280081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:56.280767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:58:56.281741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:56.612764] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:58:56.780208] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:58:56.885317] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 1.15% | Symbol ETA: 7.5s | Global ETA: N/A
[2025-12-03T20:58:56.885439] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:58:56.886196] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:56.886253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:56.886933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:58:56.887932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:57.221088] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:58:57.386440] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:58:57.489546] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -7.02% | Symbol ETA: 6.9s | Global ETA: N/A
[2025-12-03T20:58:57.489683] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:58:57.490433] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:57.490490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:57.491168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:58:57.492142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:57.823535] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:58:57.988170] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:58:58.088984] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 4.43% | Symbol ETA: 6.3s | Global ETA: N/A
[2025-12-03T20:58:58.089111] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:58:58.089895] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:58.089951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:58.090630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:58:58.091608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:58.428153] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:58:58.594331] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:58:58.698680] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.86% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-03T20:58:58.698804] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:58:58.699593] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:58.699651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:58.700313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:58:58.701282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:59.033549] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:58:59.199124] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:58:59.301606] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 1.22% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-12-03T20:58:59.301731] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:58:59.302463] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:59.302520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:59.303202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:58:59.304179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:58:59.633855] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:58:59.798717] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:58:59.904419] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.28% | Symbol ETA: 4.5s | Global ETA: N/A
[2025-12-03T20:58:59.904541] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:58:59.905306] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:58:59.905362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:58:59.906046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:58:59.907023] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:00.242961] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:59:00.408975] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:59:00.510370] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -1.71% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-12-03T20:59:00.510496] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:59:00.511258] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:00.511315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:00.512008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:00.512982] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:00.843789] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:59:01.008760] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:59:01.111337] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.34% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-12-03T20:59:01.111484] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:59:01.112296] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:01.112354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:01.113072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:01.114059] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:01.463697] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:59:01.640553] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:59:01.745390] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.33% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-03T20:59:01.929014] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 3.75%, Actual: 0.15%
[2025-12-03T20:59:02.107068] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 1.15%, Actual: 3.26%
[2025-12-03T20:59:02.288199] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -7.02%, Actual: 1.86%
[2025-12-03T20:59:02.460539] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 4.43%, Actual: 0.79%
[2025-12-03T20:59:02.633312] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.86%, Actual: 1.58%
[2025-12-03T20:59:02.797595] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 1.22%, Actual: 1.87%
[2025-12-03T20:59:02.963633] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.28%, Actual: 11.60%
[2025-12-03T20:59:03.130549] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -1.71%, Actual: 7.16%
[2025-12-03T20:59:03.294691] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.34%, Actual: 0.26%
[2025-12-03T20:59:03.458730] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.33%, Actual: 2.31%
[2025-12-03T20:59:03.458916] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 27.8589%
[2025-12-03T20:59:03.459007] [INFO ] [main      ] KTOS: DISCARDED add_regime_flags (score: 27.86%)
[2025-12-03T20:59:03.459051] [INFO ] [main      ] KTOS: Testing feature 41/53: add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:03.459111] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_atr_10', 'add_regime_flags', 'add_volume_pressure_into_close', 'add_preclose_acceleration_mag', 'add_return_volume_nonlinearity_proxies']
[2025-12-03T20:59:03.459147] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:59:03.473081] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:59:03.473468] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:59:03.474303] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:03.474367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:03.475074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:03.476712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:03.477220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:03.478264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:03.479878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:03.480872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:03.481539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:03.812264] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:59:03.977772] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:59:04.090752] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 4.70% | Symbol ETA: 7.9s | Global ETA: N/A
[2025-12-03T20:59:04.090885] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:59:04.091650] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:04.091711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:04.092378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:04.094020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:04.094518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:04.095554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:04.097164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:04.098193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:04.098901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:04.430054] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:59:04.596173] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:59:04.710969] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.13% | Symbol ETA: 7.3s | Global ETA: N/A
[2025-12-03T20:59:04.711107] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:59:04.711897] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:04.711963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:04.712727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:04.714390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:04.714914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:04.716084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:04.717852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:04.718918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:04.719625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:05.050827] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:59:05.213897] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:59:05.325536] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -2.55% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-03T20:59:05.325672] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:59:05.326493] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:05.326556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:05.327263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:05.328963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:05.329466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:05.330536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:05.332186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:05.333226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:05.333920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:05.663712] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:59:05.827501] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:59:05.933708] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -1.61% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-12-03T20:59:05.933843] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:59:05.934642] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:05.934719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:05.935391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:05.937078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:05.937597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:05.938688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:05.940305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:05.941344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:05.942043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:06.273212] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:59:06.436308] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:59:06.550217] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 15.73% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-12-03T20:59:06.550349] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:59:06.551144] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:06.551205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:06.551918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:06.553608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:06.554109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:06.555213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:06.556889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:06.557936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:06.558659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:06.888256] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:59:07.051186] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:59:07.157066] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -4.39% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-03T20:59:07.157185] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:59:07.157941] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:07.158002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:07.158703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:07.160289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:07.160793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:07.161818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:07.163381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:07.164375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:07.165045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:07.492955] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:59:07.656722] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:59:07.764815] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.96% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-03T20:59:07.764934] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:59:07.765703] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:07.765764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:07.766415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:07.768025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:07.771286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:07.772322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:07.773919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:07.774921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:07.775598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:08.103740] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:59:08.267539] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:59:08.375495] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -0.51% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-03T20:59:08.375637] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:59:08.376380] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:08.376440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:08.377126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:08.378773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:08.379249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:08.380273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:08.381864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:08.382852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:08.383504] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:08.712114] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:59:08.887940] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:59:09.000131] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 6.84% | Symbol ETA: 3.0s | Global ETA: N/A
[2025-12-03T20:59:09.000252] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:59:09.001118] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T20:59:09.001180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:09.001933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:09.003612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:09.004151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T20:59:09.005274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T20:59:09.007061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T20:59:09.008261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T20:59:09.008960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:09.357775] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:59:09.533988] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:59:09.640928] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.04% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-03T20:59:09.805176] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 4.70%, Actual: 0.15%
[2025-12-03T20:59:09.973128] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.13%, Actual: 3.26%
[2025-12-03T20:59:10.147488] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -2.55%, Actual: 1.86%
[2025-12-03T20:59:10.326447] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -1.61%, Actual: 0.79%
[2025-12-03T20:59:10.502912] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 15.73%, Actual: 1.58%
[2025-12-03T20:59:10.673641] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -4.39%, Actual: 1.87%
[2025-12-03T20:59:10.837173] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.96%, Actual: 11.60%
[2025-12-03T20:59:11.004654] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -0.51%, Actual: 7.16%
[2025-12-03T20:59:11.168517] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 6.84%, Actual: 0.26%
[2025-12-03T20:59:11.334409] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.04%, Actual: 2.31%
[2025-12-03T20:59:11.334625] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 29.2651%
[2025-12-03T20:59:11.334717] [INFO ] [main      ] KTOS: DISCARDED add_return_volume_nonlinearity_proxies (score: 29.27%)
[2025-12-03T20:59:11.334758] [INFO ] [main      ] KTOS: Testing feature 42/53: add_shelf_lag
[2025-12-03T20:59:11.334790] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_shelf_lag']
[2025-12-03T20:59:11.334824] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:59:11.349477] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:59:11.349911] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:59:11.350814] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:11.350873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:11.351607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:11.353022] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:11.686296] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:59:11.854942] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:59:12.069042] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 7.77% | Symbol ETA: 8.6s | Global ETA: N/A
[2025-12-03T20:59:12.069163] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:59:12.069943] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:12.070001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:12.070700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:12.072013] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:12.404198] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:59:12.570673] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:59:12.782397] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -1.53% | Symbol ETA: 7.8s | Global ETA: N/A
[2025-12-03T20:59:12.782513] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:59:12.783259] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:12.783318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:12.783990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:12.785258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:13.114359] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:59:13.281232] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:59:13.510589] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.30% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-12-03T20:59:13.510726] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:59:13.511651] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:13.511713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:13.512414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:13.513894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:13.846014] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:59:14.010178] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:59:14.220286] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -2.08% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-03T20:59:14.220415] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:59:14.221201] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:14.221258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:14.221987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:14.223265] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:14.555135] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:59:14.720594] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:59:14.928086] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 6.93% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-03T20:59:14.928202] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:59:14.928962] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:14.929020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:14.929718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:14.930971] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:15.264674] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:59:15.439387] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:59:15.653454] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 2.18% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-03T20:59:15.653594] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:59:15.654359] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:15.654417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:15.655140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:15.656454] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:16.012549] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:59:16.178327] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:59:16.378596] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.73% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-03T20:59:16.378714] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:59:16.379461] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:16.379521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:16.380198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:16.381456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:16.714151] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:59:16.880300] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:59:17.073825] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: 1.53% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-03T20:59:17.073947] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:59:17.074709] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:17.074767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:17.075422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:17.076711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:17.413518] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:59:17.578097] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:59:17.775219] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 0.31% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-12-03T20:59:17.775338] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:59:17.776104] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:17.776162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:17.776872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T20:59:17.778149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:18.110623] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:59:18.277538] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:59:18.481563] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.80% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-12-03T20:59:18.648718] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 7.77%, Actual: 0.15%
[2025-12-03T20:59:18.817695] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -1.53%, Actual: 3.26%
[2025-12-03T20:59:18.990877] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.30%, Actual: 1.86%
[2025-12-03T20:59:19.158331] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -2.08%, Actual: 0.79%
[2025-12-03T20:59:19.326133] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 6.93%, Actual: 1.58%
[2025-12-03T20:59:19.491043] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 2.18%, Actual: 1.87%
[2025-12-03T20:59:19.654264] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.73%, Actual: 11.60%
[2025-12-03T20:59:19.817325] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: 1.53%, Actual: 7.16%
[2025-12-03T20:59:19.980189] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 0.31%, Actual: 0.26%
[2025-12-03T20:59:20.146101] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.80%, Actual: 2.31%
[2025-12-03T20:59:20.146301] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 36.7899%
[2025-12-03T20:59:20.146395] [INFO ] [main      ] KTOS: DISCARDED add_shelf_lag (score: 36.79%)
[2025-12-03T20:59:20.146436] [INFO ] [main      ] KTOS: Testing feature 43/53: add_signed_carry_history_11
[2025-12-03T20:59:20.146475] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_signed_carry_history_11']
[2025-12-03T20:59:20.146509] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:59:20.161370] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:59:20.161776] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:59:20.162640] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:20.162698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:20.163429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:20.164789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:20.505826] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:59:20.679189] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:59:20.788129] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.71% | Symbol ETA: 7.7s | Global ETA: N/A
[2025-12-03T20:59:20.788251] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:59:20.789070] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:20.789131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:20.789882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:20.791237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:21.139617] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:59:21.307214] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:59:21.420315] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -2.21% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-03T20:59:21.420437] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:59:21.421269] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:21.421328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:21.422059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:21.423413] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:21.758258] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:59:21.926745] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:59:22.034964] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.64% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-03T20:59:22.035086] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:59:22.035873] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:22.035936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:22.036609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:22.037896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:22.374950] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:59:22.542139] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:59:22.647496] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.67% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-03T20:59:22.647639] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:59:22.648427] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:22.648486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:22.649188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:22.650521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:22.984031] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:59:23.150106] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:59:23.253824] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.47% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-03T20:59:23.253942] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:59:23.254721] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:23.254778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:23.255435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:23.256743] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:23.590184] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:59:23.763630] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:59:23.871809] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 3.36% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-03T20:59:23.872128] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:59:23.872950] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:23.873010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:23.873744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:23.875484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:24.277395] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:59:24.454471] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:59:24.558284] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.19% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-03T20:59:24.558401] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:59:24.559314] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:24.559371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:24.560096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:24.561409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:24.900119] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:59:25.070545] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:59:25.172759] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.20% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-03T20:59:25.172878] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:59:25.173691] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:25.173759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:25.174431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:25.175751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:25.518847] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:59:25.685123] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:59:25.789603] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 1.85% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-03T20:59:25.789731] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:59:25.790465] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:25.790522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:25.791209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T20:59:25.792492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:26.123192] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:59:26.287427] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:59:26.389783] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.74% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-12-03T20:59:26.555064] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.71%, Actual: 0.15%
[2025-12-03T20:59:26.718751] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -2.21%, Actual: 3.26%
[2025-12-03T20:59:26.898440] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.64%, Actual: 1.86%
[2025-12-03T20:59:27.067500] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.67%, Actual: 0.79%
[2025-12-03T20:59:27.230970] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.47%, Actual: 1.58%
[2025-12-03T20:59:27.394234] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 3.36%, Actual: 1.87%
[2025-12-03T20:59:27.557882] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.19%, Actual: 11.60%
[2025-12-03T20:59:27.721929] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.20%, Actual: 7.16%
[2025-12-03T20:59:27.897020] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 1.85%, Actual: 0.26%
[2025-12-03T20:59:28.064392] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.74%, Actual: 2.31%
[2025-12-03T20:59:28.064596] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 38.1569%
[2025-12-03T20:59:28.064679] [INFO ] [main      ] KTOS: DISCARDED add_signed_carry_history_11 (score: 38.16%)
[2025-12-03T20:59:28.064758] [INFO ] [main      ] KTOS: Testing feature 44/53: add_sma_ratio
[2025-12-03T20:59:28.064791] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_sma_ratio']
[2025-12-03T20:59:28.064830] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:59:28.077639] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:59:28.078021] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:59:28.078925] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:28.078988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:28.079701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:28.080386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:28.427852] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:59:28.592867] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:59:28.697051] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 2.96% | Symbol ETA: 7.2s | Global ETA: N/A
[2025-12-03T20:59:28.697169] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:59:28.697934] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:28.697991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:28.698689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:28.699387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:29.039270] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:59:29.210544] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:59:29.316967] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 3.60% | Symbol ETA: 6.6s | Global ETA: N/A
[2025-12-03T20:59:29.317087] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:59:29.317854] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:29.317912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:29.318637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:29.319293] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:29.649878] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:59:29.825488] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:59:29.946525] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.05% | Symbol ETA: 6.0s | Global ETA: N/A
[2025-12-03T20:59:29.946873] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:59:29.947665] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:29.947724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:29.948659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:29.949345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:30.304921] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:59:30.478827] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:59:30.583173] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.76% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-12-03T20:59:30.583306] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:59:30.584164] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:30.584224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:30.584960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:30.585677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:30.965745] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:59:31.133519] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:59:31.246392] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 9.83% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-03T20:59:31.246520] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:59:31.247416] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:31.247485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:31.248368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:31.249150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:31.589910] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:59:31.755732] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:59:31.858723] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -3.34% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-03T20:59:31.858838] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:59:31.859601] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:31.859658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:31.860360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:31.861043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:32.193139] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:59:32.358509] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:59:32.464223] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.23% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-03T20:59:32.464344] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:59:32.465107] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:32.465164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:32.465834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:32.466493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:32.799235] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:59:32.970262] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:59:33.073110] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -4.80% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-03T20:59:33.073231] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:59:33.074014] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:33.074072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:33.074759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:33.075426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:33.414144] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:59:33.579869] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:59:33.681270] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 3.37% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-03T20:59:33.681387] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:59:33.682169] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:33.682229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:33.682919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T20:59:33.683635] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:34.031145] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:59:34.200445] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:59:34.299384] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.75% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-12-03T20:59:34.471930] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 2.96%, Actual: 0.15%
[2025-12-03T20:59:34.642304] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 3.60%, Actual: 3.26%
[2025-12-03T20:59:34.810333] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.05%, Actual: 1.86%
[2025-12-03T20:59:34.984975] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.76%, Actual: 0.79%
[2025-12-03T20:59:35.153931] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.83%, Actual: 1.58%
[2025-12-03T20:59:35.320989] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -3.34%, Actual: 1.87%
[2025-12-03T20:59:35.491335] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.23%, Actual: 11.60%
[2025-12-03T20:59:35.661243] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -4.80%, Actual: 7.16%
[2025-12-03T20:59:35.832481] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 3.37%, Actual: 0.26%
[2025-12-03T20:59:36.000964] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.75%, Actual: 2.31%
[2025-12-03T20:59:36.001194] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 37.7146%
[2025-12-03T20:59:36.001314] [INFO ] [main      ] KTOS: DISCARDED add_sma_ratio (score: 37.71%)
[2025-12-03T20:59:36.001375] [INFO ] [main      ] KTOS: Testing feature 45/53: add_true_range
[2025-12-03T20:59:36.001419] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_true_range']
[2025-12-03T20:59:36.001464] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:59:36.015505] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:59:36.015921] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:59:36.016781] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:36.016840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:36.017534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:36.019275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:36.356615] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:59:36.526147] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:59:36.641916] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: -0.44% | Symbol ETA: 7.1s | Global ETA: N/A
[2025-12-03T20:59:36.642066] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:59:36.642836] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:36.642895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:36.643598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:36.645222] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:36.981470] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:59:37.155046] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:59:37.264380] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 3.07% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-03T20:59:37.264500] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:59:37.265254] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:37.265311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:37.265986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:37.267605] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:37.604238] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:59:37.771836] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:59:37.884765] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.74% | Symbol ETA: 5.8s | Global ETA: N/A
[2025-12-03T20:59:37.884883] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:59:37.885660] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:37.885716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:37.886407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:37.888017] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:38.225204] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:59:38.397236] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:59:38.507233] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -2.78% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-03T20:59:38.507533] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:59:38.508312] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:38.508368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:38.509045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:38.510658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:38.851788] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:59:39.030455] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:59:39.138435] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 12.05% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-03T20:59:39.138556] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:59:39.139346] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:39.139403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:39.140090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:39.141712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:39.483458] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:59:39.650437] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:59:39.755955] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 0.65% | Symbol ETA: 3.9s | Global ETA: N/A
[2025-12-03T20:59:39.756074] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:59:39.756837] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:39.756894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:39.757536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:39.759181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:40.092307] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:59:40.257210] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:59:40.359810] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.89% | Symbol ETA: 3.3s | Global ETA: N/A
[2025-12-03T20:59:40.359936] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:59:40.360733] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:40.360790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:40.361440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:40.363041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:40.692118] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:59:40.868312] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:59:40.970937] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -5.55% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-03T20:59:40.971058] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:59:40.971810] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:40.971866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:40.972510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:40.974108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:41.362881] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:59:41.528994] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:59:41.634935] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 8.52% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-12-03T20:59:41.635060] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:59:41.635856] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:41.635913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:41.636567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:41.638189] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:41.969112] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:59:42.140848] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:59:42.245791] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -5.48% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-12-03T20:59:42.415400] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: -0.44%, Actual: 0.15%
[2025-12-03T20:59:42.584141] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 3.07%, Actual: 3.26%
[2025-12-03T20:59:42.751515] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.74%, Actual: 1.86%
[2025-12-03T20:59:42.929250] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -2.78%, Actual: 0.79%
[2025-12-03T20:59:43.096953] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 12.05%, Actual: 1.58%
[2025-12-03T20:59:43.264691] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 0.65%, Actual: 1.87%
[2025-12-03T20:59:43.434955] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.89%, Actual: 11.60%
[2025-12-03T20:59:43.599072] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -5.55%, Actual: 7.16%
[2025-12-03T20:59:43.764331] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 8.52%, Actual: 0.26%
[2025-12-03T20:59:43.938954] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -5.48%, Actual: 2.31%
[2025-12-03T20:59:43.939147] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 36.8836%
[2025-12-03T20:59:43.939239] [INFO ] [main      ] KTOS: DISCARDED add_true_range (score: 36.88%)
[2025-12-03T20:59:43.939290] [INFO ] [main      ] KTOS: Testing feature 46/53: add_vol_of_vol
[2025-12-03T20:59:43.939325] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_vol_of_vol']
[2025-12-03T20:59:43.939359] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:59:43.952450] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:59:43.952837] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:59:43.953678] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:43.953735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:43.954451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:43.955458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:44.288086] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:59:44.457120] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:59:44.565450] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 3.20% | Symbol ETA: 6.7s | Global ETA: N/A
[2025-12-03T20:59:44.565590] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:59:44.566349] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:44.566406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:44.567092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:44.568138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:44.901024] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:59:45.070033] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:59:45.188885] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -2.58% | Symbol ETA: 6.2s | Global ETA: N/A
[2025-12-03T20:59:45.189006] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:59:45.189813] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:45.189871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:45.190545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:45.191559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:45.528941] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:59:45.696852] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:59:45.806878] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -4.60% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-12-03T20:59:45.806995] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:59:45.807763] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:45.807819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:45.808532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:45.809537] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:46.145905] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:59:46.314163] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:59:46.417721] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 2.30% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-03T20:59:46.417837] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:59:46.418639] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:46.418696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:46.419359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:46.420368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:46.778371] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:59:46.946189] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:59:47.054254] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 5.14% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-03T20:59:47.054372] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:59:47.055139] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:47.055196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:47.055885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:47.056895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:47.393276] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:59:47.561764] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:59:47.668727] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -1.62% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-12-03T20:59:47.668845] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:59:47.669648] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:47.669706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:47.670380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:47.671399] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:48.010303] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:59:48.178533] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:59:48.284512] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.98% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-12-03T20:59:48.284667] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:59:48.285431] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:48.285487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:48.286181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:48.287196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:48.630301] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:59:48.798505] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:59:48.903554] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.25% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-12-03T20:59:48.903704] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:59:48.904469] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:48.904527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:48.905215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:48.906236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:49.259621] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:59:49.427928] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:59:49.531423] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 9.87% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-12-03T20:59:49.531542] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:59:49.532343] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:49.532406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:49.533111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:49.534138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:49.867476] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:59:50.034960] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:59:50.139846] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -3.21% | Symbol ETA: 1.2s | Global ETA: N/A
[2025-12-03T20:59:50.306256] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 3.20%, Actual: 0.15%
[2025-12-03T20:59:50.473267] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -2.58%, Actual: 3.26%
[2025-12-03T20:59:50.640779] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -4.60%, Actual: 1.86%
[2025-12-03T20:59:50.807156] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 2.30%, Actual: 0.79%
[2025-12-03T20:59:50.974182] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 5.14%, Actual: 1.58%
[2025-12-03T20:59:51.141788] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -1.62%, Actual: 1.87%
[2025-12-03T20:59:51.306481] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.98%, Actual: 11.60%
[2025-12-03T20:59:51.472646] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.25%, Actual: 7.16%
[2025-12-03T20:59:51.639773] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 9.87%, Actual: 0.26%
[2025-12-03T20:59:51.809394] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.21%, Actual: 2.31%
[2025-12-03T20:59:51.809610] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 37.7761%
[2025-12-03T20:59:51.809683] [INFO ] [main      ] KTOS: DISCARDED add_vol_of_vol (score: 37.78%)
[2025-12-03T20:59:51.809723] [INFO ] [main      ] KTOS: Testing feature 47/53: add_volatility_decay_ratio
[2025-12-03T20:59:51.809753] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_volatility_decay_ratio']
[2025-12-03T20:59:51.809787] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:59:51.891534] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:59:51.891918] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:59:51.892751] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:51.892808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:51.893488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:51.894555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:52.227492] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T20:59:52.391385] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T20:59:52.496407] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 1.45% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-03T20:59:52.496525] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T20:59:52.497280] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:52.497337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:52.498007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:52.499112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:52.831009] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T20:59:52.997268] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T20:59:53.103407] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.58% | Symbol ETA: 5.9s | Global ETA: N/A
[2025-12-03T20:59:53.103524] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T20:59:53.104269] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:53.104325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:53.104995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:53.106057] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:53.435724] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T20:59:53.600956] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T20:59:53.706191] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.61% | Symbol ETA: 5.3s | Global ETA: N/A
[2025-12-03T20:59:53.706306] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T20:59:53.707067] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:53.707124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:53.707797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:53.708890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:54.041443] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T20:59:54.206752] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T20:59:54.310778] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.40% | Symbol ETA: 4.7s | Global ETA: N/A
[2025-12-03T20:59:54.310893] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T20:59:54.311651] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:54.311708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:54.312356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:54.313422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:54.648697] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T20:59:54.813808] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T20:59:54.916236] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 12.90% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-03T20:59:54.916351] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T20:59:54.917104] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:54.917161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:54.917826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:54.918914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:55.307453] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T20:59:55.473261] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T20:59:55.575517] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -6.37% | Symbol ETA: 3.5s | Global ETA: N/A
[2025-12-03T20:59:55.575653] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T20:59:55.576382] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:55.576440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:55.577104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:55.578173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:55.913162] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T20:59:56.078746] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T20:59:56.179777] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 8.13% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-03T20:59:56.179897] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T20:59:56.180655] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:56.180713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:56.181366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:56.182431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:56.517065] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T20:59:56.683982] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T20:59:56.786434] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.62% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-03T20:59:56.786554] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T20:59:56.787308] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:56.787365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:56.788053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:56.789117] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:57.124193] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T20:59:57.290620] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T20:59:57.388426] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 6.70% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-12-03T20:59:57.388552] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T20:59:57.389327] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T20:59:57.389388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:57.390056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T20:59:57.391125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T20:59:57.728546] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T20:59:57.896246] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T20:59:57.995685] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -8.41% | Symbol ETA: 1.0s | Global ETA: N/A
[2025-12-03T20:59:58.161204] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 1.45%, Actual: 0.15%
[2025-12-03T20:59:58.331356] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.58%, Actual: 3.26%
[2025-12-03T20:59:58.496970] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.61%, Actual: 1.86%
[2025-12-03T20:59:58.663169] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.40%, Actual: 0.79%
[2025-12-03T20:59:58.828987] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 12.90%, Actual: 1.58%
[2025-12-03T20:59:59.000373] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -6.37%, Actual: 1.87%
[2025-12-03T20:59:59.172439] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 8.13%, Actual: 11.60%
[2025-12-03T20:59:59.351045] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.62%, Actual: 7.16%
[2025-12-03T20:59:59.521048] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 6.70%, Actual: 0.26%
[2025-12-03T20:59:59.686559] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -8.41%, Actual: 2.31%
[2025-12-03T20:59:59.686781] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 31.0068%
[2025-12-03T20:59:59.686865] [INFO ] [main      ] KTOS: DISCARDED add_volatility_decay_ratio (score: 31.01%)
[2025-12-03T20:59:59.686907] [INFO ] [main      ] KTOS: Testing feature 48/53: add_volatility_state_percentiles
[2025-12-03T20:59:59.686938] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_true_range', 'add_atr_10', 'add_vol_of_vol', 'add_volatility_state_percentiles']
[2025-12-03T20:59:59.686979] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T20:59:59.700821] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T20:59:59.701197] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T20:59:59.702064] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T20:59:59.702123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T20:59:59.702832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T20:59:59.704432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T20:59:59.704952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T20:59:59.706044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T20:59:59.707939] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:00.040453] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T21:00:00.206305] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T21:00:00.315613] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 6.77% | Symbol ETA: 6.4s | Global ETA: N/A
[2025-12-03T21:00:00.315760] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T21:00:00.316497] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:00.316564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:00.317246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:00.318946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:00.319423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:00.320504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:00.322427] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:00.654297] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T21:00:00.819876] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T21:00:00.927937] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.14% | Symbol ETA: 5.7s | Global ETA: N/A
[2025-12-03T21:00:00.928064] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T21:00:00.928825] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:00.928884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:00.929532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:00.931138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:00.931627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:00.932685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:00.934609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:01.283081] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T21:00:01.454602] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T21:00:01.568256] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -8.88% | Symbol ETA: 5.2s | Global ETA: N/A
[2025-12-03T21:00:01.568381] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T21:00:01.569180] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:01.569241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:01.569960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:01.571741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:01.572252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:01.573328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:01.575278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:01.951001] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T21:00:02.125280] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T21:00:02.237213] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -2.66% | Symbol ETA: 4.6s | Global ETA: N/A
[2025-12-03T21:00:02.237335] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T21:00:02.238168] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:02.238227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:02.238928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:02.240534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:02.241055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:02.242141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:02.244105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:02.588190] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T21:00:02.763147] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T21:00:02.872730] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 11.61% | Symbol ETA: 4.0s | Global ETA: N/A
[2025-12-03T21:00:02.872858] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T21:00:02.873659] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:02.873721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:02.874427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:02.876109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:02.876640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:02.877738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:02.879750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:03.226373] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T21:00:03.396714] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T21:00:03.503916] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -3.45% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-03T21:00:03.504035] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T21:00:03.504835] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:03.504895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:03.505603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:03.507253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:03.507782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:03.508895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:03.510856] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:03.851992] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T21:00:04.021861] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T21:00:04.129750] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 7.08% | Symbol ETA: 2.7s | Global ETA: N/A
[2025-12-03T21:00:04.129871] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T21:00:04.130673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:04.130732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:04.131400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:04.133027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:04.133526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:04.134619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:04.136523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:04.478831] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T21:00:04.645286] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T21:00:04.750399] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.85% | Symbol ETA: 2.1s | Global ETA: N/A
[2025-12-03T21:00:04.750516] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T21:00:04.751276] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:04.751335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:04.752083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:04.753682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:04.754155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:04.755217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:04.757146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:05.087433] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T21:00:05.251198] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T21:00:05.351073] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.53% | Symbol ETA: 1.5s | Global ETA: N/A
[2025-12-03T21:00:05.351187] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T21:00:05.351948] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:05.352006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:05.352674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:05.354246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:05.354744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:05.355801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:05.357725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:05.690471] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T21:00:05.856703] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T21:00:05.961449] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.20% | Symbol ETA: 0.8s | Global ETA: N/A
[2025-12-03T21:00:06.129107] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 6.77%, Actual: 0.15%
[2025-12-03T21:00:06.297703] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.14%, Actual: 3.26%
[2025-12-03T21:00:06.471283] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -8.88%, Actual: 1.86%
[2025-12-03T21:00:06.636936] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -2.66%, Actual: 0.79%
[2025-12-03T21:00:06.801107] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 11.61%, Actual: 1.58%
[2025-12-03T21:00:06.966239] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -3.45%, Actual: 1.87%
[2025-12-03T21:00:07.131350] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 7.08%, Actual: 11.60%
[2025-12-03T21:00:07.295436] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.85%, Actual: 7.16%
[2025-12-03T21:00:07.460019] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.53%, Actual: 0.26%
[2025-12-03T21:00:07.624981] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.20%, Actual: 2.31%
[2025-12-03T21:00:07.625165] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.7346%
[2025-12-03T21:00:07.625242] [INFO ] [main      ] KTOS: DISCARDED add_volatility_state_percentiles (score: 32.73%)
[2025-12-03T21:00:07.625283] [INFO ] [main      ] KTOS: Testing feature 49/53: add_volume_dispersion
[2025-12-03T21:00:07.625312] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_volume_dispersion']
[2025-12-03T21:00:07.625365] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T21:00:07.681500] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:07.681875] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T21:00:07.682690] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:07.682747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:07.683425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:07.684747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:08.012828] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T21:00:08.179638] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T21:00:08.284829] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 3.13% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-03T21:00:08.284960] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T21:00:08.285717] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:08.285774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:08.286422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:08.287707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:08.620367] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T21:00:08.785354] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T21:00:08.885032] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 3.94% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-03T21:00:08.885147] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T21:00:08.885904] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:08.885960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:08.886629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:08.887898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:09.217979] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T21:00:09.380973] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T21:00:09.484779] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.01% | Symbol ETA: 4.9s | Global ETA: N/A
[2025-12-03T21:00:09.484895] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T21:00:09.485642] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:09.485699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:09.486351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:09.487657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:09.820503] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T21:00:09.985845] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T21:00:10.087808] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -0.99% | Symbol ETA: 4.3s | Global ETA: N/A
[2025-12-03T21:00:10.087926] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T21:00:10.088697] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:10.088754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:10.089404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:10.090696] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:10.423294] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T21:00:10.588493] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T21:00:10.691827] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 12.87% | Symbol ETA: 3.7s | Global ETA: N/A
[2025-12-03T21:00:10.691946] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T21:00:10.692718] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:10.692776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:10.693436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:10.694720] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:11.037407] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T21:00:11.203235] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T21:00:11.305094] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 3.22% | Symbol ETA: 3.1s | Global ETA: N/A
[2025-12-03T21:00:11.305224] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T21:00:11.305985] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:11.306041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:11.306704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:11.307972] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:11.646837] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T21:00:11.812537] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T21:00:11.912596] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 0.31% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-12-03T21:00:11.912715] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T21:00:11.913447] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:11.913504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:11.914166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:11.915418] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:12.248611] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T21:00:12.414291] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T21:00:12.514436] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -6.59% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-12-03T21:00:12.514557] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T21:00:12.515324] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:12.515384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:12.516054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:12.517314] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:12.849841] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T21:00:13.015502] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T21:00:13.115756] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 2.82% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-12-03T21:00:13.115881] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T21:00:13.116649] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:13.116706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:13.117357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:13.118665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:13.449190] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T21:00:13.613645] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T21:00:13.712827] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -3.12% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-12-03T21:00:13.880959] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 3.13%, Actual: 0.15%
[2025-12-03T21:00:14.050193] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 3.94%, Actual: 3.26%
[2025-12-03T21:00:14.217427] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.01%, Actual: 1.86%
[2025-12-03T21:00:14.383215] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.99%, Actual: 0.79%
[2025-12-03T21:00:14.550823] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 12.87%, Actual: 1.58%
[2025-12-03T21:00:14.718932] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 3.22%, Actual: 1.87%
[2025-12-03T21:00:14.888834] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 0.31%, Actual: 11.60%
[2025-12-03T21:00:15.051600] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -6.59%, Actual: 7.16%
[2025-12-03T21:00:15.216695] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 2.82%, Actual: 0.26%
[2025-12-03T21:00:15.382787] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.12%, Actual: 2.31%
[2025-12-03T21:00:15.382975] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 39.4274%
[2025-12-03T21:00:15.383080] [INFO ] [main      ] KTOS: DISCARDED add_volume_dispersion (score: 39.43%)
[2025-12-03T21:00:15.383122] [INFO ] [main      ] KTOS: Testing feature 50/53: add_volume_flow_differentials
[2025-12-03T21:00:15.383154] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_volume_flow_differentials']
[2025-12-03T21:00:15.383187] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T21:00:15.397255] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:15.397658] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T21:00:15.398552] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:15.398634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:15.399352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:15.402048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:15.737784] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T21:00:15.908023] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T21:00:16.017771] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 3.62% | Symbol ETA: 6.1s | Global ETA: N/A
[2025-12-03T21:00:16.017889] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T21:00:16.018723] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:16.018783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:16.019473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:16.022179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:16.357497] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T21:00:16.534871] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T21:00:16.641047] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: 0.31% | Symbol ETA: 5.4s | Global ETA: N/A
[2025-12-03T21:00:16.641190] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T21:00:16.641962] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:16.642022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:16.642719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:16.645363] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:16.980321] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T21:00:17.147685] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T21:00:17.250810] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -6.68% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-03T21:00:17.250933] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T21:00:17.251724] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:17.251799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:17.252515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:17.255259] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:17.598823] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T21:00:17.774917] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T21:00:17.881899] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -1.68% | Symbol ETA: 4.2s | Global ETA: N/A
[2025-12-03T21:00:17.882021] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T21:00:17.882815] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:17.882875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:17.883551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:17.886384] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:18.225921] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T21:00:18.391245] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T21:00:18.494619] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.91% | Symbol ETA: 3.6s | Global ETA: N/A
[2025-12-03T21:00:18.494737] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T21:00:18.495466] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:18.495523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:18.496211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:18.498880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:18.828309] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T21:00:18.996317] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T21:00:19.097034] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -2.83% | Symbol ETA: 2.9s | Global ETA: N/A
[2025-12-03T21:00:19.097156] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T21:00:19.097910] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:19.097968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:19.098659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:19.101298] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:19.430137] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T21:00:19.598162] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T21:00:19.699792] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.09% | Symbol ETA: 2.3s | Global ETA: N/A
[2025-12-03T21:00:19.699909] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T21:00:19.700669] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:19.700726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:19.701374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:19.703985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:20.036297] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T21:00:20.203732] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T21:00:20.303891] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.59% | Symbol ETA: 1.7s | Global ETA: N/A
[2025-12-03T21:00:20.304013] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T21:00:20.304792] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:20.304849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:20.305525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:20.308194] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:20.646045] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T21:00:20.815117] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T21:00:20.913251] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 4.82% | Symbol ETA: 1.1s | Global ETA: N/A
[2025-12-03T21:00:20.913367] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T21:00:20.914119] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:20.914175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:20.914845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:20.917438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:21.255841] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T21:00:21.424008] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T21:00:21.525235] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -2.84% | Symbol ETA: 0.5s | Global ETA: N/A
[2025-12-03T21:00:21.693793] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 3.62%, Actual: 0.15%
[2025-12-03T21:00:21.859778] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 0.31%, Actual: 3.26%
[2025-12-03T21:00:22.026295] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -6.68%, Actual: 1.86%
[2025-12-03T21:00:22.193237] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -1.68%, Actual: 0.79%
[2025-12-03T21:00:22.359510] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.91%, Actual: 1.58%
[2025-12-03T21:00:22.523649] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -2.83%, Actual: 1.87%
[2025-12-03T21:00:22.689325] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.09%, Actual: 11.60%
[2025-12-03T21:00:22.854505] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.59%, Actual: 7.16%
[2025-12-03T21:00:23.017341] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 4.82%, Actual: 0.26%
[2025-12-03T21:00:23.182828] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -2.84%, Actual: 2.31%
[2025-12-03T21:00:23.182984] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 31.4797%
[2025-12-03T21:00:23.183057] [INFO ] [main      ] KTOS: DISCARDED add_volume_flow_differentials (score: 31.48%)
[2025-12-03T21:00:23.183096] [INFO ] [main      ] KTOS: Testing feature 51/53: add_volume_pressure_into_close
[2025-12-03T21:00:23.183127] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_volume_pressure_into_close']
[2025-12-03T21:00:23.183161] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T21:00:23.197939] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:23.198405] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T21:00:23.199362] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:23.199423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:23.200202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:23.201895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:23.612143] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T21:00:23.775528] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T21:00:23.883942] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 0.27% | Symbol ETA: 6.5s | Global ETA: N/A
[2025-12-03T21:00:23.884073] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T21:00:23.884857] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:23.884914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:23.885593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:23.887196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:24.220172] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T21:00:24.384903] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T21:00:24.492905] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -2.17% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-03T21:00:24.493024] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T21:00:24.493778] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:24.493835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:24.494488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:24.496049] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:24.831334] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T21:00:24.998892] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T21:00:25.106534] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -2.73% | Symbol ETA: 4.8s | Global ETA: N/A
[2025-12-03T21:00:25.106682] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T21:00:25.107424] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:25.107481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:25.108195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:25.109842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:25.442547] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T21:00:25.608367] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T21:00:25.713462] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 1.32% | Symbol ETA: 4.1s | Global ETA: N/A
[2025-12-03T21:00:25.713609] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T21:00:25.714333] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:25.714390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:25.715058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:25.716607] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:26.061640] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T21:00:26.231108] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T21:00:26.334759] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.69% | Symbol ETA: 3.4s | Global ETA: N/A
[2025-12-03T21:00:26.334879] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T21:00:26.335636] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:26.335711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:26.336360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:26.337927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:26.678160] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T21:00:26.844731] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T21:00:26.950407] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 0.44% | Symbol ETA: 2.8s | Global ETA: N/A
[2025-12-03T21:00:26.950527] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T21:00:26.951285] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:26.951343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:26.952068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:26.953705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:27.290936] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T21:00:27.457782] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T21:00:27.564790] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 2.24% | Symbol ETA: 2.2s | Global ETA: N/A
[2025-12-03T21:00:27.564911] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T21:00:27.565664] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:27.565721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:27.566403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:27.567964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:27.903031] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T21:00:28.069412] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T21:00:28.175326] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -1.88% | Symbol ETA: 1.6s | Global ETA: N/A
[2025-12-03T21:00:28.175443] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T21:00:28.176200] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:28.176298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:28.176987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:28.178603] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:28.511979] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T21:00:28.679058] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T21:00:28.776135] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 7.44% | Symbol ETA: 0.9s | Global ETA: N/A
[2025-12-03T21:00:28.776258] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T21:00:28.777012] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:28.777069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:28.777742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:28.779342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:29.114989] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T21:00:29.294699] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T21:00:29.401775] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -7.87% | Symbol ETA: 0.3s | Global ETA: N/A
[2025-12-03T21:00:29.575521] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 0.27%, Actual: 0.15%
[2025-12-03T21:00:29.752753] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -2.17%, Actual: 3.26%
[2025-12-03T21:00:29.934206] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -2.73%, Actual: 1.86%
[2025-12-03T21:00:30.102424] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 1.32%, Actual: 0.79%
[2025-12-03T21:00:30.270448] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.69%, Actual: 1.58%
[2025-12-03T21:00:30.442318] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 0.44%, Actual: 1.87%
[2025-12-03T21:00:30.611403] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 2.24%, Actual: 11.60%
[2025-12-03T21:00:30.782119] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -1.88%, Actual: 7.16%
[2025-12-03T21:00:30.952911] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 7.44%, Actual: 0.26%
[2025-12-03T21:00:31.124104] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -7.87%, Actual: 2.31%
[2025-12-03T21:00:31.124382] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 36.6849%
[2025-12-03T21:00:31.124483] [INFO ] [main      ] KTOS: DISCARDED add_volume_pressure_into_close (score: 36.68%)
[2025-12-03T21:00:31.124555] [INFO ] [main      ] KTOS: Testing feature 52/53: add_volume_zscore
[2025-12-03T21:00:31.124607] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_volume_zscore']
[2025-12-03T21:00:31.124645] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T21:00:31.139398] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:31.139936] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T21:00:31.140927] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:31.140989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:31.141759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:31.143395] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:31.474105] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T21:00:31.639934] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T21:00:31.743604] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 3.41% | Symbol ETA: 5.6s | Global ETA: N/A
[2025-12-03T21:00:31.743749] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T21:00:31.744523] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:31.744601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:31.745260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:31.746842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:32.079555] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T21:00:32.245230] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T21:00:32.346209] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -0.71% | Symbol ETA: 5.0s | Global ETA: N/A
[2025-12-03T21:00:32.346335] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T21:00:32.347094] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:32.347151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:32.347822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:32.349358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:32.682179] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T21:00:32.847509] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T21:00:32.950110] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -3.86% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-03T21:00:32.950228] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T21:00:32.950977] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:32.951034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:32.951708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:32.953227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:33.287852] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T21:00:33.455095] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T21:00:33.557851] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: -2.42% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-03T21:00:33.557973] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T21:00:33.558762] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:33.558819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:33.559486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:33.561063] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:33.900740] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T21:00:34.070361] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T21:00:34.173992] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 10.04% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-03T21:00:34.174112] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T21:00:34.174876] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:34.174932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:34.175636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:34.177158] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:34.523649] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T21:00:34.695205] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T21:00:34.796623] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: 1.21% | Symbol ETA: 2.6s | Global ETA: N/A
[2025-12-03T21:00:34.796743] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T21:00:34.797489] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:34.797547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:34.798269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:34.799889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:35.139419] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T21:00:35.305659] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T21:00:35.408749] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.89% | Symbol ETA: 2.0s | Global ETA: N/A
[2025-12-03T21:00:35.408869] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T21:00:35.409653] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:35.409709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:35.410368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:35.411927] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:35.763437] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T21:00:35.929173] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T21:00:36.028682] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -3.45% | Symbol ETA: 1.4s | Global ETA: N/A
[2025-12-03T21:00:36.028809] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T21:00:36.029548] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:36.029630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:36.030294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:36.031866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:36.371374] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T21:00:36.552329] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T21:00:36.651238] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 5.47% | Symbol ETA: 0.8s | Global ETA: N/A
[2025-12-03T21:00:36.651359] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T21:00:36.652134] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:36.652192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:36.652902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:00:36.654503] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:36.992512] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T21:00:37.170860] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T21:00:37.270999] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -3.56% | Symbol ETA: 0.2s | Global ETA: N/A
[2025-12-03T21:00:37.440647] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 3.41%, Actual: 0.15%
[2025-12-03T21:00:37.605326] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -0.71%, Actual: 3.26%
[2025-12-03T21:00:37.769711] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -3.86%, Actual: 1.86%
[2025-12-03T21:00:37.938047] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -2.42%, Actual: 0.79%
[2025-12-03T21:00:38.105939] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 10.04%, Actual: 1.58%
[2025-12-03T21:00:38.274724] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 1.21%, Actual: 1.87%
[2025-12-03T21:00:38.443232] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.89%, Actual: 11.60%
[2025-12-03T21:00:38.613825] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -3.45%, Actual: 7.16%
[2025-12-03T21:00:38.785279] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 5.47%, Actual: 0.26%
[2025-12-03T21:00:38.953527] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.56%, Actual: 2.31%
[2025-12-03T21:00:38.953745] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 32.9925%
[2025-12-03T21:00:38.953827] [INFO ] [main      ] KTOS: DISCARDED add_volume_zscore (score: 32.99%)
[2025-12-03T21:00:38.953869] [INFO ] [main      ] KTOS: Testing feature 53/53: add_vwap_deviations
[2025-12-03T21:00:38.953900] [DEBUG] [main      ] Testing with features: ['add_close_to_open_alignment', 'add_vwap_deviations']
[2025-12-03T21:00:38.953935] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T21:00:38.967042] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:38.967398] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 2
[2025-12-03T21:00:38.968272] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:38.968330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:38.969031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:38.974527] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:39.309414] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-01
[2025-12-03T21:00:39.475828] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-02
[2025-12-03T21:00:39.584310] [INFO ] [main      ] KTOS: Lookback Days: 2, Magnitude: 1.77% | Symbol ETA: 5.5s | Global ETA: N/A
[2025-12-03T21:00:39.584432] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 3
[2025-12-03T21:00:39.585209] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:39.585268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:39.585964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:39.591829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:39.947945] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-28
[2025-12-03T21:00:40.127817] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-01
[2025-12-03T21:00:40.244323] [INFO ] [main      ] KTOS: Lookback Days: 3, Magnitude: -1.20% | Symbol ETA: 5.1s | Global ETA: N/A
[2025-12-03T21:00:40.244438] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 4
[2025-12-03T21:00:40.245196] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:40.245252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:40.245952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:40.251592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:40.585115] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-26
[2025-12-03T21:00:40.754258] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-28
[2025-12-03T21:00:40.865606] [INFO ] [main      ] KTOS: Lookback Days: 4, Magnitude: -5.59% | Symbol ETA: 4.4s | Global ETA: N/A
[2025-12-03T21:00:40.865729] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 5
[2025-12-03T21:00:40.866479] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:40.866542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:40.867280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:40.872978] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:41.203406] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-25
[2025-12-03T21:00:41.367048] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-26
[2025-12-03T21:00:41.476073] [INFO ] [main      ] KTOS: Lookback Days: 5, Magnitude: 0.03% | Symbol ETA: 3.8s | Global ETA: N/A
[2025-12-03T21:00:41.476194] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 6
[2025-12-03T21:00:41.477041] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:41.477105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:41.477842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:41.483767] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:41.861097] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-24
[2025-12-03T21:00:42.029548] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-25
[2025-12-03T21:00:42.138477] [INFO ] [main      ] KTOS: Lookback Days: 6, Magnitude: 11.10% | Symbol ETA: 3.2s | Global ETA: N/A
[2025-12-03T21:00:42.138643] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 7
[2025-12-03T21:00:42.139397] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:42.139455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:42.140145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:42.145771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:42.487213] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-21
[2025-12-03T21:00:42.666362] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-24
[2025-12-03T21:00:42.776700] [INFO ] [main      ] KTOS: Lookback Days: 7, Magnitude: -0.54% | Symbol ETA: 2.5s | Global ETA: N/A
[2025-12-03T21:00:42.776818] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 8
[2025-12-03T21:00:42.777610] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:42.777669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:42.778360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:42.783999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:43.139284] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-20
[2025-12-03T21:00:43.314346] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-21
[2025-12-03T21:00:43.425959] [INFO ] [main      ] KTOS: Lookback Days: 8, Magnitude: 1.01% | Symbol ETA: 1.9s | Global ETA: N/A
[2025-12-03T21:00:43.426106] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 9
[2025-12-03T21:00:43.426948] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:43.427008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:43.427722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:43.434009] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:43.931033] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-19
[2025-12-03T21:00:44.115436] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-20
[2025-12-03T21:00:44.226182] [INFO ] [main      ] KTOS: Lookback Days: 9, Magnitude: -2.69% | Symbol ETA: 1.3s | Global ETA: N/A
[2025-12-03T21:00:44.226308] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 10
[2025-12-03T21:00:44.227137] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:44.227198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:44.227938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:44.234200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:44.578969] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-18
[2025-12-03T21:00:44.751889] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-19
[2025-12-03T21:00:44.851253] [INFO ] [main      ] KTOS: Lookback Days: 10, Magnitude: 6.19% | Symbol ETA: 0.7s | Global ETA: N/A
[2025-12-03T21:00:44.851369] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 11
[2025-12-03T21:00:44.852131] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:44.852189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:44.852870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:44.858417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:45.194218] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-11-17
[2025-12-03T21:00:45.360096] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-11-18
[2025-12-03T21:00:45.460618] [INFO ] [main      ] KTOS: Lookback Days: 11, Magnitude: -4.76% | Symbol ETA: 0.0s | Global ETA: N/A
[2025-12-03T21:00:45.625624] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 1.77%, Actual: 0.15%
[2025-12-03T21:00:45.789952] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: -1.20%, Actual: 3.26%
[2025-12-03T21:00:45.956797] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -5.59%, Actual: 1.86%
[2025-12-03T21:00:46.124143] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: 0.03%, Actual: 0.79%
[2025-12-03T21:00:46.289769] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 11.10%, Actual: 1.58%
[2025-12-03T21:00:46.457992] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: -0.54%, Actual: 1.87%
[2025-12-03T21:00:46.623265] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 1.01%, Actual: 11.60%
[2025-12-03T21:00:46.788058] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -2.69%, Actual: 7.16%
[2025-12-03T21:00:46.953391] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 6.19%, Actual: 0.26%
[2025-12-03T21:00:47.119390] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -4.76%, Actual: 2.31%
[2025-12-03T21:00:47.119639] [INFO ] [main      ] KTOS: Magnitude Forecast Confidence: 26.7721%
[2025-12-03T21:00:47.119732] [INFO ] [main      ] KTOS: DISCARDED add_vwap_deviations (score: 26.77%)
[2025-12-03T21:00:47.119782] [INFO ] [main      ] KTOS: ===== FEATURE SELECTION COMPLETE =====
[2025-12-03T21:00:47.119818] [INFO ] [main      ] KTOS: Best accuracy: 45.32%
[2025-12-03T21:00:47.119848] [INFO ] [main      ] KTOS: Best feature set (1 features): ['add_close_to_open_alignment']
[2025-12-03T21:00:47.119910] [INFO ] [main      ] KTOS: Improvement over baseline: 0.27%
[2025-12-03T21:00:47.119939] [INFO ] [main      ] KTOS: Total time: 7.1 minutes
[2025-12-03T21:00:47.119965] [INFO ] [main      ] KTOS: Average time per feature: 8.0 seconds
[2025-12-03T21:00:47.119991] [INFO ] [main      ] KTOS: Average speed: 0.12 features/sec
[2025-12-03T21:00:47.291341] [DEBUG] [METRICS   ] KTOS: 2025-12-02:2025-12-03: Predicted: 1.73%, Actual: 0.15%
[2025-12-03T21:00:47.456716] [DEBUG] [METRICS   ] KTOS: 2025-12-01:2025-12-02: Predicted: 2.58%, Actual: 3.26%
[2025-12-03T21:00:47.621458] [DEBUG] [METRICS   ] KTOS: 2025-11-28:2025-12-01: Predicted: -4.73%, Actual: 1.86%
[2025-12-03T21:00:47.789034] [DEBUG] [METRICS   ] KTOS: 2025-11-26:2025-11-28: Predicted: -0.76%, Actual: 0.79%
[2025-12-03T21:00:47.956313] [DEBUG] [METRICS   ] KTOS: 2025-11-25:2025-11-26: Predicted: 9.43%, Actual: 1.58%
[2025-12-03T21:00:48.122956] [DEBUG] [METRICS   ] KTOS: 2025-11-24:2025-11-25: Predicted: 1.53%, Actual: 1.87%
[2025-12-03T21:00:48.289121] [DEBUG] [METRICS   ] KTOS: 2025-11-21:2025-11-24: Predicted: 3.11%, Actual: 11.60%
[2025-12-03T21:00:48.458811] [DEBUG] [METRICS   ] KTOS: 2025-11-20:2025-11-21: Predicted: -6.56%, Actual: 7.16%
[2025-12-03T21:00:48.625961] [DEBUG] [METRICS   ] KTOS: 2025-11-19:2025-11-20: Predicted: 7.02%, Actual: 0.26%
[2025-12-03T21:00:48.792322] [DEBUG] [METRICS   ] KTOS: 2025-11-18:2025-11-19: Predicted: -3.39%, Actual: 2.31%
[2025-12-03T21:00:48.792829] [INFO ] [LOCAL     ] Saved configuration for KTOS: 1 features, 45.32% accuracy -> ./output/feature-sets/KTOS.json
[2025-12-03T21:00:48.795188] [INFO ] [main      ] Progress: 1/1 symbols completed (100.0%). KTOS finished in 7m 15s. ETA: 0.0s. Rate: 0.14 symbols/min
[2025-12-03T21:00:48.813485] [INFO ] [main      ] Parallel configuration completed in 7m 15s. Processed 1 symbols.
[2025-12-03T21:00:48.813744] [INFO ] [main      ] Configuration success rate: 100.0% (1/1 symbols)
[2025-12-03T21:00:49.479456] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: MAG Forecast Configuration Completed (1/1 @ 100.00%)'
[2025-12-03T21:00:49.489301] [INFO ] [MODE      ] Using multithreaded
[2025-12-03T21:00:49.489460] [INFO ] [main      ] Fetching signal forecasts...
[2025-12-03T21:00:49.489517] [DEBUG] [REMOTE    ] Fetching available forecast dates from 'https://sig.silogroup.org/forecasts/full'.
[2025-12-03T21:00:49.535759] [DEBUG] [REMOTE    ] Found 37 available forecast dates.
[2025-12-03T21:00:49.536001] [INFO ] [main      ] Found available forecast date (2025-12-04).
[2025-12-03T21:00:49.536074] [DEBUG] [REMOTE    ] Fetching signal forecasts from 'https://sig.silogroup.org/forecasts/full/2025-12-04.txt'.
[2025-12-03T21:00:49.543116] [DEBUG] [REMOTE    ] Fetched 3515 signal forecasts for 2025-12-04.
[2025-12-03T21:00:49.543302] [INFO ] [main      ] Fetched 3515 forecasts.
[2025-12-03T21:00:49.543661] [INFO ] [main      ] Found 965 high-confidence bullish forecasts (>= 80.0%).
[2025-12-03T21:00:49.543728] [INFO ] [main      ] Starting parallel forecast generation with 4 worker processes for 965 symbols
[2025-12-03T21:00:49.567098] [INFO ] [main      ] Fetching symbol history for PFL...
[2025-12-03T21:00:49.567418] [DEBUG] [REMOTE    ] PFL: Fetching historical data.
[2025-12-03T21:00:49.567245] [INFO ] [main      ] Fetching symbol history for SEDG...
[2025-12-03T21:00:49.567560] [DEBUG] [REMOTE    ] SEDG: Fetching historical data.
[2025-12-03T21:00:49.569926] [INFO ] [main      ] Fetching symbol history for DGRE...
[2025-12-03T21:00:49.570247] [DEBUG] [REMOTE    ] DGRE: Fetching historical data.
[2025-12-03T21:00:49.569909] [INFO ] [main      ] Fetching symbol history for PCN...
[2025-12-03T21:00:49.571320] [DEBUG] [REMOTE    ] PCN: Fetching historical data.
[2025-12-03T21:00:49.599342] [DEBUG] [REMOTE    ] PFL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:49.599598] [DEBUG] [REMOTE    ] SEDG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:49.600538] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 15 features, N/A% accuracy
[2025-12-03T21:00:49.600619] [INFO ] [LOCAL     ] PFL: Loaded 15 optimal features with 29.36% confidence from JSON config
[2025-12-03T21:00:49.600661] [DEBUG] [MAG       ] Building data for symbol: PFL with lookback: 0
[2025-12-03T21:00:49.600680] [DEBUG] [REMOTE    ] PCN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:49.601375] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 1 features, N/A% accuracy
[2025-12-03T21:00:49.601468] [INFO ] [LOCAL     ] SEDG: Loaded 1 optimal features with 37.78% confidence from JSON config
[2025-12-03T21:00:49.601528] [DEBUG] [MAG       ] Building data for symbol: SEDG with lookback: 0
[2025-12-03T21:00:49.601615] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 4 features, N/A% accuracy
[2025-12-03T21:00:49.601673] [INFO ] [LOCAL     ] PCN: Loaded 4 optimal features with 56.27% confidence from JSON config
[2025-12-03T21:00:49.601708] [DEBUG] [MAG       ] Building data for symbol: PCN with lookback: 0
[2025-12-03T21:00:49.602653] [DEBUG] [FEATURES  ] DataBuilder: Executing 15 feature methods.
[2025-12-03T21:00:49.602755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:49.603307] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:00:49.603382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:49.603645] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:00:49.603759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:49.605241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:49.606122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:49.606252] [DEBUG] [REMOTE    ] DGRE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:49.606649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:49.607652] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 2 features, N/A% accuracy
[2025-12-03T21:00:49.607758] [INFO ] [LOCAL     ] DGRE: Loaded 2 optimal features with 51.96% confidence from JSON config
[2025-12-03T21:00:49.607837] [DEBUG] [MAG       ] Building data for symbol: DGRE with lookback: 0
[2025-12-03T21:00:49.609561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:00:49.609561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:49.610196] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:00:49.610295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:49.611352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:00:49.611811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:49.612122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:00:49.612354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:49.612550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:49.613416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:49.615242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:00:49.617844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:49.618402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:00:49.619044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:49.619596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:49.621372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:00:49.622085] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:49.622486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:00:49.623294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:00:49.624770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:49.627703] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:49.964142] [DEBUG] [MAG       ] DGRE: Last date is validated at 2025-12-03
[2025-12-03T21:00:49.970044] [DEBUG] [MAG       ] PFL: Last date is validated at 2025-12-03
[2025-12-03T21:00:49.987604] [DEBUG] [MAG       ] PCN: Last date is validated at 2025-12-03
[2025-12-03T21:00:49.987796] [DEBUG] [MAG       ] SEDG: Last date is validated at 2025-12-03
[2025-12-03T21:00:50.129342] [DEBUG] [MAG       ] DGRE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:50.136293] [DEBUG] [MAG       ] PFL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:50.154234] [DEBUG] [MAG       ] PCN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:50.162737] [DEBUG] [MAG       ] SEDG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:50.203697] [INFO ] [LOCAL     ] DGRE: Saved forecast.
[2025-12-03T21:00:50.203775] [INFO ] [main      ] DGRE: Signal=1 (Conf=100.0%), Magnitude=-0.94% (Conf=51.9643%)
[2025-12-03T21:00:50.204039] [INFO ] [main      ] Fetching symbol history for OABI...
[2025-12-03T21:00:50.204087] [DEBUG] [REMOTE    ] OABI: Fetching historical data.
[2025-12-03T21:00:50.205249] [INFO ] [main      ] Progress: 1/965 forecasts completed (0.1%). DGRE finished in 0.6s. ETA: 10m 38s. Rate: 90.71 forecasts/min
[2025-12-03T21:00:50.216281] [DEBUG] [REMOTE    ] OABI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:50.217213] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 10 features, N/A% accuracy
[2025-12-03T21:00:50.217264] [INFO ] [LOCAL     ] OABI: Loaded 10 optimal features with 36.85% confidence from JSON config
[2025-12-03T21:00:50.217295] [DEBUG] [MAG       ] Building data for symbol: OABI with lookback: 0
[2025-12-03T21:00:50.218091] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:00:50.218161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:50.222008] [INFO ] [LOCAL     ] PFL: Saved forecast.
[2025-12-03T21:00:50.222081] [INFO ] [main      ] PFL: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=29.3567%)
[2025-12-03T21:00:50.222532] [INFO ] [main      ] Fetching symbol history for CCK...
[2025-12-03T21:00:50.222601] [DEBUG] [REMOTE    ] CCK: Fetching historical data.
[2025-12-03T21:00:50.222633] [INFO ] [main      ] Progress: 2/965 forecasts completed (0.2%). PFL finished in 0.7s. ETA: 5m 27s. Rate: 176.77 forecasts/min
[2025-12-03T21:00:50.222922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:50.223038] [INFO ] [LOCAL     ] PCN: Saved forecast.
[2025-12-03T21:00:50.223101] [INFO ] [main      ] PCN: Signal=1 (Conf=100.0%), Magnitude=-0.86% (Conf=56.2675%)
[2025-12-03T21:00:50.223389] [INFO ] [main      ] Fetching symbol history for TSQ...
[2025-12-03T21:00:50.223444] [DEBUG] [REMOTE    ] TSQ: Fetching historical data.
[2025-12-03T21:00:50.224506] [INFO ] [main      ] Progress: 3/965 forecasts completed (0.3%). PCN finished in 0.7s. ETA: 3m 38s. Rate: 264.42 forecasts/min
[2025-12-03T21:00:50.225364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:50.226065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:50.226549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:50.226987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:00:50.233189] [DEBUG] [REMOTE    ] CCK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:50.233992] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 5 features, N/A% accuracy
[2025-12-03T21:00:50.234043] [INFO ] [LOCAL     ] CCK: Loaded 5 optimal features with 58.19% confidence from JSON config
[2025-12-03T21:00:50.234074] [DEBUG] [MAG       ] Building data for symbol: CCK with lookback: 0
[2025-12-03T21:00:50.234410] [DEBUG] [REMOTE    ] TSQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:50.234828] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:50.234918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:50.235153] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 4 features, N/A% accuracy
[2025-12-03T21:00:50.235228] [INFO ] [LOCAL     ] TSQ: Loaded 4 optimal features with 55.88% confidence from JSON config
[2025-12-03T21:00:50.235265] [DEBUG] [MAG       ] Building data for symbol: TSQ with lookback: 0
[2025-12-03T21:00:50.236069] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:00:50.236131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:50.239804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:50.241098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:00:50.241499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:50.244214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:00:50.245690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:00:50.246359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:50.266003] [INFO ] [LOCAL     ] SEDG: Saved forecast.
[2025-12-03T21:00:50.266078] [INFO ] [main      ] SEDG: Signal=1 (Conf=100.0%), Magnitude=-9.93% (Conf=37.7786%)
[2025-12-03T21:00:50.266465] [INFO ] [main      ] Fetching symbol history for PMAX...
[2025-12-03T21:00:50.266518] [DEBUG] [REMOTE    ] PMAX: Fetching historical data.
[2025-12-03T21:00:50.266661] [INFO ] [main      ] Progress: 4/965 forecasts completed (0.4%). SEDG finished in 0.7s. ETA: 2m 54s. Rate: 332.01 forecasts/min
[2025-12-03T21:00:50.277091] [DEBUG] [REMOTE    ] PMAX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:50.278070] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 6 features, N/A% accuracy
[2025-12-03T21:00:50.278124] [INFO ] [LOCAL     ] PMAX: Loaded 6 optimal features with 47.90% confidence from JSON config
[2025-12-03T21:00:50.278157] [DEBUG] [MAG       ] Building data for symbol: PMAX with lookback: 0
[2025-12-03T21:00:50.278966] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:50.279030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:50.279454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:00:50.280843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:00:50.283439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:50.283938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:50.285862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:50.286529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:50.287030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:50.287843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:50.288829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:50.335326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:00:50.409619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:00:50.410432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:00:50.412619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:50.414380] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:50.588030] [DEBUG] [MAG       ] TSQ: Last date is validated at 2025-12-03
[2025-12-03T21:00:50.620991] [DEBUG] [MAG       ] CCK: Last date is validated at 2025-12-03
[2025-12-03T21:00:50.631488] [DEBUG] [MAG       ] PMAX: Last date is validated at 2025-12-03
[2025-12-03T21:00:50.745594] [DEBUG] [MAG       ] OABI: Last date is validated at 2025-12-03
[2025-12-03T21:00:50.758998] [DEBUG] [MAG       ] TSQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:50.786383] [DEBUG] [MAG       ] CCK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:50.805510] [DEBUG] [MAG       ] PMAX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:50.823594] [INFO ] [LOCAL     ] TSQ: Saved forecast.
[2025-12-03T21:00:50.823664] [INFO ] [main      ] TSQ: Signal=1 (Conf=100.0%), Magnitude=-2.29% (Conf=55.8827%)
[2025-12-03T21:00:50.823840] [INFO ] [main      ] Fetching symbol history for CNK...
[2025-12-03T21:00:50.823884] [DEBUG] [REMOTE    ] CNK: Fetching historical data.
[2025-12-03T21:00:50.824914] [INFO ] [main      ] Progress: 5/965 forecasts completed (0.5%). TSQ finished in 0.6s. ETA: 4m 6s. Rate: 234.17 forecasts/min
[2025-12-03T21:00:50.834758] [DEBUG] [REMOTE    ] CNK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:50.835610] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 6 features, N/A% accuracy
[2025-12-03T21:00:50.835660] [INFO ] [LOCAL     ] CNK: Loaded 6 optimal features with 53.39% confidence from JSON config
[2025-12-03T21:00:50.835690] [DEBUG] [MAG       ] Building data for symbol: CNK with lookback: 0
[2025-12-03T21:00:50.836466] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:50.836526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:50.838238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:50.838791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:50.839225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:50.839660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:00:50.884737] [INFO ] [LOCAL     ] CCK: Saved forecast.
[2025-12-03T21:00:50.884804] [INFO ] [main      ] CCK: Signal=1 (Conf=100.0%), Magnitude=-0.75% (Conf=58.1949%)
[2025-12-03T21:00:50.885131] [INFO ] [main      ] Fetching symbol history for STEM...
[2025-12-03T21:00:50.885181] [DEBUG] [REMOTE    ] STEM: Fetching historical data.
[2025-12-03T21:00:50.885622] [INFO ] [main      ] Progress: 6/965 forecasts completed (0.6%). CCK finished in 0.7s. ETA: 3m 34s. Rate: 268.29 forecasts/min
[2025-12-03T21:00:50.886024] [INFO ] [LOCAL     ] PMAX: Saved forecast.
[2025-12-03T21:00:50.886093] [INFO ] [main      ] PMAX: Signal=1 (Conf=100.0%), Magnitude=11.41% (Conf=47.8997%)
[2025-12-03T21:00:50.886472] [INFO ] [main      ] Fetching symbol history for RRGB...
[2025-12-03T21:00:50.886525] [DEBUG] [REMOTE    ] RRGB: Fetching historical data.
[2025-12-03T21:00:50.886610] [INFO ] [main      ] Progress: 7/965 forecasts completed (0.7%). PMAX finished in 0.6s. ETA: 3m 4s. Rate: 312.77 forecasts/min
[2025-12-03T21:00:50.891534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:00:50.892938] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:50.898753] [DEBUG] [REMOTE    ] STEM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:50.899615] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 5 features, N/A% accuracy
[2025-12-03T21:00:50.899671] [INFO ] [LOCAL     ] STEM: Loaded 5 optimal features with 59.84% confidence from JSON config
[2025-12-03T21:00:50.899702] [DEBUG] [MAG       ] Building data for symbol: STEM with lookback: 0
[2025-12-03T21:00:50.900378] [DEBUG] [REMOTE    ] RRGB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:50.900450] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:50.900516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:50.901464] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 6 features, N/A% accuracy
[2025-12-03T21:00:50.901517] [INFO ] [LOCAL     ] RRGB: Loaded 6 optimal features with 56.01% confidence from JSON config
[2025-12-03T21:00:50.901549] [DEBUG] [MAG       ] Building data for symbol: RRGB with lookback: 0
[2025-12-03T21:00:50.902352] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:50.902413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:50.905237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:50.906080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:50.906903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:50.907286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:50.908553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:00:50.909245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:50.909269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:50.909747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:50.910152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:00:50.911423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:00:50.912142] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:50.912196] [DEBUG] [MAG       ] OABI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:50.977560] [INFO ] [LOCAL     ] OABI: Saved forecast.
[2025-12-03T21:00:50.977647] [INFO ] [main      ] OABI: Signal=1 (Conf=100.0%), Magnitude=4.55% (Conf=36.8497%)
[2025-12-03T21:00:50.978001] [INFO ] [main      ] Fetching symbol history for JKHY...
[2025-12-03T21:00:50.978074] [DEBUG] [REMOTE    ] JKHY: Fetching historical data.
[2025-12-03T21:00:50.978664] [INFO ] [main      ] Progress: 8/965 forecasts completed (0.8%). OABI finished in 0.8s. ETA: 2m 52s. Rate: 334.52 forecasts/min
[2025-12-03T21:00:50.988865] [DEBUG] [REMOTE    ] JKHY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:50.989681] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 9 features, N/A% accuracy
[2025-12-03T21:00:50.989734] [INFO ] [LOCAL     ] JKHY: Loaded 9 optimal features with 53.57% confidence from JSON config
[2025-12-03T21:00:50.989766] [DEBUG] [MAG       ] Building data for symbol: JKHY with lookback: 0
[2025-12-03T21:00:50.990537] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:00:50.990621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:50.992307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:50.992826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:50.993265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:00:50.996215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:00:50.996939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:50.997404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:50.998463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:51.000406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:51.005922] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:51.227101] [DEBUG] [MAG       ] CNK: Last date is validated at 2025-12-03
[2025-12-03T21:00:51.243685] [DEBUG] [MAG       ] STEM: Last date is validated at 2025-12-03
[2025-12-03T21:00:51.253160] [DEBUG] [MAG       ] RRGB: Last date is validated at 2025-12-03
[2025-12-03T21:00:51.337434] [DEBUG] [MAG       ] JKHY: Last date is validated at 2025-12-03
[2025-12-03T21:00:51.394121] [DEBUG] [MAG       ] CNK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:51.409782] [DEBUG] [MAG       ] STEM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:51.422939] [DEBUG] [MAG       ] RRGB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:51.475090] [INFO ] [LOCAL     ] CNK: Saved forecast.
[2025-12-03T21:00:51.475155] [INFO ] [main      ] CNK: Signal=1 (Conf=100.0%), Magnitude=-6.28% (Conf=53.3928%)
[2025-12-03T21:00:51.475448] [INFO ] [main      ] Fetching symbol history for SOJC...
[2025-12-03T21:00:51.475496] [DEBUG] [REMOTE    ] SOJC: Fetching historical data.
[2025-12-03T21:00:51.476352] [INFO ] [main      ] Progress: 9/965 forecasts completed (0.9%). CNK finished in 0.7s. ETA: 3m 25s. Rate: 279.42 forecasts/min
[2025-12-03T21:00:51.485833] [DEBUG] [REMOTE    ] SOJC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:51.486600] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 4 features, N/A% accuracy
[2025-12-03T21:00:51.486650] [INFO ] [LOCAL     ] SOJC: Loaded 4 optimal features with 51.36% confidence from JSON config
[2025-12-03T21:00:51.486689] [DEBUG] [MAG       ] Building data for symbol: SOJC with lookback: 0
[2025-12-03T21:00:51.487430] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:00:51.487487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:51.492170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:51.492656] [INFO ] [LOCAL     ] RRGB: Saved forecast.
[2025-12-03T21:00:51.492722] [INFO ] [main      ] RRGB: Signal=1 (Conf=100.0%), Magnitude=12.74% (Conf=56.0096%)
[2025-12-03T21:00:51.493048] [INFO ] [main      ] Fetching symbol history for PVL...
[2025-12-03T21:00:51.493100] [DEBUG] [REMOTE    ] PVL: Fetching historical data.
[2025-12-03T21:00:51.493644] [INFO ] [main      ] Progress: 10/965 forecasts completed (1.0%). RRGB finished in 0.6s. ETA: 3m 6s. Rate: 307.71 forecasts/min
[2025-12-03T21:00:51.494124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:51.494613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:51.503132] [DEBUG] [MAG       ] JKHY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:51.505194] [DEBUG] [REMOTE    ] PVL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:51.506319] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 7 features, N/A% accuracy
[2025-12-03T21:00:51.506371] [INFO ] [LOCAL     ] PVL: Loaded 7 optimal features with 40.39% confidence from JSON config
[2025-12-03T21:00:51.506403] [DEBUG] [MAG       ] Building data for symbol: PVL with lookback: 0
[2025-12-03T21:00:51.507203] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:00:51.507267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:51.508511] [INFO ] [LOCAL     ] STEM: Saved forecast.
[2025-12-03T21:00:51.508588] [INFO ] [main      ] STEM: Signal=1 (Conf=100.0%), Magnitude=0.35% (Conf=59.8362%)
[2025-12-03T21:00:51.508742] [INFO ] [main      ] Fetching symbol history for OVID...
[2025-12-03T21:00:51.508784] [DEBUG] [REMOTE    ] OVID: Fetching historical data.
[2025-12-03T21:00:51.510626] [INFO ] [main      ] Progress: 11/965 forecasts completed (1.1%). STEM finished in 0.6s. ETA: 2m 51s. Rate: 335.56 forecasts/min
[2025-12-03T21:00:51.512857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:00:51.514159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:51.516012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:51.516511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:51.517885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:51.519849] [DEBUG] [REMOTE    ] OVID: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:51.519967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:00:51.520616] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 3 features, N/A% accuracy
[2025-12-03T21:00:51.520674] [INFO ] [LOCAL     ] OVID: Loaded 3 optimal features with 53.70% confidence from JSON config
[2025-12-03T21:00:51.520706] [DEBUG] [MAG       ] Building data for symbol: OVID with lookback: 0
[2025-12-03T21:00:51.521456] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:51.521514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:51.522872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:51.526222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:00:51.527448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:51.529223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:51.533275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:51.617726] [INFO ] [LOCAL     ] JKHY: Saved forecast.
[2025-12-03T21:00:51.617793] [INFO ] [main      ] JKHY: Signal=1 (Conf=100.0%), Magnitude=0.89% (Conf=53.5721%)
[2025-12-03T21:00:51.618140] [INFO ] [main      ] Fetching symbol history for NKSH...
[2025-12-03T21:00:51.618188] [DEBUG] [REMOTE    ] NKSH: Fetching historical data.
[2025-12-03T21:00:51.618656] [INFO ] [main      ] Progress: 12/965 forecasts completed (1.2%). JKHY finished in 0.6s. ETA: 2m 45s. Rate: 347.01 forecasts/min
[2025-12-03T21:00:51.628864] [DEBUG] [REMOTE    ] NKSH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:51.629632] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 3 features, N/A% accuracy
[2025-12-03T21:00:51.629681] [INFO ] [LOCAL     ] NKSH: Loaded 3 optimal features with 55.28% confidence from JSON config
[2025-12-03T21:00:51.629712] [DEBUG] [MAG       ] Building data for symbol: NKSH with lookback: 0
[2025-12-03T21:00:51.630592] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:51.630650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:51.631486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:00:51.632214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:00:51.634829] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:51.868654] [DEBUG] [MAG       ] OVID: Last date is validated at 2025-12-03
[2025-12-03T21:00:51.868811] [DEBUG] [MAG       ] SOJC: Last date is validated at 2025-12-03
[2025-12-03T21:00:51.883897] [DEBUG] [MAG       ] PVL: Last date is validated at 2025-12-03
[2025-12-03T21:00:51.969685] [DEBUG] [MAG       ] NKSH: Last date is validated at 2025-12-03
[2025-12-03T21:00:52.035663] [DEBUG] [MAG       ] SOJC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:52.035819] [DEBUG] [MAG       ] OVID: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:52.057999] [DEBUG] [MAG       ] PVL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:52.095566] [INFO ] [LOCAL     ] SOJC: Saved forecast.
[2025-12-03T21:00:52.095650] [INFO ] [main      ] SOJC: Signal=1 (Conf=100.0%), Magnitude=0.21% (Conf=51.3622%)
[2025-12-03T21:00:52.096081] [INFO ] [main      ] Progress: 13/965 forecasts completed (1.3%). SOJC finished in 0.6s. ETA: 3m 7s. Rate: 305.61 forecasts/min
[2025-12-03T21:00:52.096016] [INFO ] [main      ] Fetching symbol history for RUSHB...
[2025-12-03T21:00:52.096168] [DEBUG] [REMOTE    ] RUSHB: Fetching historical data.
[2025-12-03T21:00:52.106094] [DEBUG] [REMOTE    ] RUSHB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:52.106929] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 3 features, N/A% accuracy
[2025-12-03T21:00:52.106979] [INFO ] [LOCAL     ] RUSHB: Loaded 3 optimal features with 54.82% confidence from JSON config
[2025-12-03T21:00:52.107009] [DEBUG] [MAG       ] Building data for symbol: RUSHB with lookback: 0
[2025-12-03T21:00:52.107892] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:52.107948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:52.109617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:52.110102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:52.111342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:52.138673] [DEBUG] [MAG       ] NKSH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:52.145638] [INFO ] [LOCAL     ] OVID: Saved forecast.
[2025-12-03T21:00:52.145707] [INFO ] [main      ] OVID: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=53.6964%)
[2025-12-03T21:00:52.146059] [INFO ] [main      ] Fetching symbol history for BBLG...
[2025-12-03T21:00:52.146124] [DEBUG] [REMOTE    ] BBLG: Fetching historical data.
[2025-12-03T21:00:52.147618] [INFO ] [main      ] Progress: 14/965 forecasts completed (1.5%). OVID finished in 0.6s. ETA: 2m 57s. Rate: 322.60 forecasts/min
[2025-12-03T21:00:52.159787] [DEBUG] [REMOTE    ] BBLG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:52.160666] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 6 features, N/A% accuracy
[2025-12-03T21:00:52.160723] [INFO ] [LOCAL     ] BBLG: Loaded 6 optimal features with 55.63% confidence from JSON config
[2025-12-03T21:00:52.160755] [DEBUG] [MAG       ] Building data for symbol: BBLG with lookback: 0
[2025-12-03T21:00:52.161489] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:52.161549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:52.166190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:52.167927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:52.168404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:52.168818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:00:52.174099] [INFO ] [LOCAL     ] PVL: Saved forecast.
[2025-12-03T21:00:52.174163] [INFO ] [main      ] PVL: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=40.3916%)
[2025-12-03T21:00:52.174588] [INFO ] [main      ] Fetching symbol history for PSCH...
[2025-12-03T21:00:52.174640] [DEBUG] [REMOTE    ] PSCH: Fetching historical data.
[2025-12-03T21:00:52.174649] [INFO ] [main      ] Progress: 15/965 forecasts completed (1.6%). PVL finished in 0.7s. ETA: 2m 47s. Rate: 342.09 forecasts/min
[2025-12-03T21:00:52.186749] [DEBUG] [REMOTE    ] PSCH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:52.187696] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 0 features, N/A% accuracy
[2025-12-03T21:00:52.187749] [INFO ] [LOCAL     ] PSCH: Loaded 0 optimal features with 64.82% confidence from JSON config
[2025-12-03T21:00:52.187786] [DEBUG] [MAG       ] Building data for symbol: PSCH with lookback: 0
[2025-12-03T21:00:52.188715] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:00:52.208714] [INFO ] [LOCAL     ] NKSH: Saved forecast.
[2025-12-03T21:00:52.208790] [INFO ] [main      ] NKSH: Signal=1 (Conf=100.0%), Magnitude=2.57% (Conf=55.2775%)
[2025-12-03T21:00:52.209257] [INFO ] [main      ] Fetching symbol history for XYL...
[2025-12-03T21:00:52.209308] [DEBUG] [REMOTE    ] XYL: Fetching historical data.
[2025-12-03T21:00:52.209629] [INFO ] [main      ] Progress: 16/965 forecasts completed (1.7%). NKSH finished in 0.6s. ETA: 2m 38s. Rate: 360.11 forecasts/min
[2025-12-03T21:00:52.221888] [DEBUG] [REMOTE    ] XYL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:52.222808] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 6 features, N/A% accuracy
[2025-12-03T21:00:52.222859] [INFO ] [LOCAL     ] XYL: Loaded 6 optimal features with 66.98% confidence from JSON config
[2025-12-03T21:00:52.223206] [DEBUG] [MAG       ] Building data for symbol: XYL with lookback: 0
[2025-12-03T21:00:52.224011] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:52.224071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:52.228891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:52.229721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:52.232168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:52.274396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:00:52.275442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:00:52.276471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:52.282478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:00:52.285046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:52.447238] [DEBUG] [MAG       ] RUSHB: Last date is validated at 2025-12-03
[2025-12-03T21:00:52.532911] [DEBUG] [MAG       ] PSCH: Last date is validated at 2025-12-03
[2025-12-03T21:00:52.613721] [DEBUG] [MAG       ] XYL: Last date is validated at 2025-12-03
[2025-12-03T21:00:52.614568] [DEBUG] [MAG       ] RUSHB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:52.620241] [DEBUG] [MAG       ] BBLG: Last date is validated at 2025-12-03
[2025-12-03T21:00:52.696633] [INFO ] [LOCAL     ] RUSHB: Saved forecast.
[2025-12-03T21:00:52.696705] [INFO ] [main      ] RUSHB: Signal=1 (Conf=100.0%), Magnitude=4.32% (Conf=54.8245%)
[2025-12-03T21:00:52.697010] [INFO ] [main      ] Fetching symbol history for VLO...
[2025-12-03T21:00:52.697058] [DEBUG] [REMOTE    ] VLO: Fetching historical data.
[2025-12-03T21:00:52.697986] [INFO ] [main      ] Progress: 17/965 forecasts completed (1.8%). RUSHB finished in 0.6s. ETA: 2m 56s. Rate: 323.38 forecasts/min
[2025-12-03T21:00:52.708435] [DEBUG] [REMOTE    ] VLO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:52.708261] [DEBUG] [MAG       ] PSCH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:52.709400] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, N/A% accuracy
[2025-12-03T21:00:52.709457] [INFO ] [LOCAL     ] VLO: Loaded 4 optimal features with 52.81% confidence from JSON config
[2025-12-03T21:00:52.709490] [DEBUG] [MAG       ] Building data for symbol: VLO with lookback: 0
[2025-12-03T21:00:52.710311] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:00:52.710371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:52.712080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:52.712604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:52.713058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:52.713495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:52.777943] [INFO ] [LOCAL     ] PSCH: Saved forecast.
[2025-12-03T21:00:52.778010] [INFO ] [main      ] PSCH: Signal=1 (Conf=100.0%), Magnitude=1.10% (Conf=64.8248%)
[2025-12-03T21:00:52.778380] [INFO ] [main      ] Fetching symbol history for MSA...
[2025-12-03T21:00:52.778432] [DEBUG] [REMOTE    ] MSA: Fetching historical data.
[2025-12-03T21:00:52.778662] [INFO ] [main      ] Progress: 18/965 forecasts completed (1.9%). PSCH finished in 0.6s. ETA: 2m 50s. Rate: 333.86 forecasts/min
[2025-12-03T21:00:52.788900] [DEBUG] [MAG       ] XYL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:52.789929] [DEBUG] [REMOTE    ] MSA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:52.790298] [DEBUG] [MAG       ] BBLG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:52.791074] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 8 features, N/A% accuracy
[2025-12-03T21:00:52.791127] [INFO ] [LOCAL     ] MSA: Loaded 8 optimal features with 44.64% confidence from JSON config
[2025-12-03T21:00:52.791159] [DEBUG] [MAG       ] Building data for symbol: MSA with lookback: 0
[2025-12-03T21:00:52.791987] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:00:52.792049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:52.793826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:52.794327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:00:52.865272] [INFO ] [LOCAL     ] BBLG: Saved forecast.
[2025-12-03T21:00:52.865338] [INFO ] [main      ] BBLG: Signal=1 (Conf=100.0%), Magnitude=4.73% (Conf=55.629%)
[2025-12-03T21:00:52.865714] [INFO ] [main      ] Fetching symbol history for IEF...
[2025-12-03T21:00:52.865764] [DEBUG] [REMOTE    ] IEF: Fetching historical data.
[2025-12-03T21:00:52.866664] [INFO ] [main      ] Progress: 19/965 forecasts completed (2.0%). BBLG finished in 0.7s. ETA: 2m 45s. Rate: 343.08 forecasts/min
[2025-12-03T21:00:52.877073] [DEBUG] [REMOTE    ] IEF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:52.878173] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 8 features, N/A% accuracy
[2025-12-03T21:00:52.878224] [INFO ] [LOCAL     ] IEF: Loaded 8 optimal features with 48.79% confidence from JSON config
[2025-12-03T21:00:52.878255] [DEBUG] [MAG       ] Building data for symbol: IEF with lookback: 0
[2025-12-03T21:00:52.879019] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:00:52.879080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:52.883743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:52.885511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:52.885988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:52.886358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:52.887207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:52.887664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:52.888911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:52.890844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:52.902146] [INFO ] [LOCAL     ] XYL: Saved forecast.
[2025-12-03T21:00:52.902213] [INFO ] [main      ] XYL: Signal=1 (Conf=100.0%), Magnitude=2.06% (Conf=66.98%)
[2025-12-03T21:00:52.902598] [INFO ] [main      ] Progress: 20/965 forecasts completed (2.1%). XYL finished in 0.7s. ETA: 2m 39s. Rate: 357.27 forecasts/min
[2025-12-03T21:00:52.902797] [INFO ] [main      ] Fetching symbol history for BPYPM...
[2025-12-03T21:00:52.902843] [DEBUG] [REMOTE    ] BPYPM: Fetching historical data.
[2025-12-03T21:00:52.908850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:52.910881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:00:52.911878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:00:52.914238] [DEBUG] [REMOTE    ] BPYPM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:52.915324] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, N/A% accuracy
[2025-12-03T21:00:52.915377] [INFO ] [LOCAL     ] BPYPM: Loaded 4 optimal features with 61.76% confidence from JSON config
[2025-12-03T21:00:52.915407] [DEBUG] [MAG       ] Building data for symbol: BPYPM with lookback: 0
[2025-12-03T21:00:52.916239] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:00:52.916300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:52.923058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:52.923981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:00:52.925940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:00:52.930310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:52.964704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:00:52.970593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:00:52.972569] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:53.059100] [DEBUG] [MAG       ] VLO: Last date is validated at 2025-12-03
[2025-12-03T21:00:53.227504] [DEBUG] [MAG       ] IEF: Last date is validated at 2025-12-03
[2025-12-03T21:00:53.236365] [DEBUG] [MAG       ] VLO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:53.277039] [DEBUG] [MAG       ] BPYPM: Last date is validated at 2025-12-03
[2025-12-03T21:00:53.314560] [DEBUG] [MAG       ] MSA: Last date is validated at 2025-12-03
[2025-12-03T21:00:53.363403] [INFO ] [LOCAL     ] VLO: Saved forecast.
[2025-12-03T21:00:53.363468] [INFO ] [main      ] VLO: Signal=1 (Conf=100.0%), Magnitude=3.03% (Conf=52.8113%)
[2025-12-03T21:00:53.363819] [INFO ] [main      ] Fetching symbol history for BAM...
[2025-12-03T21:00:53.363871] [DEBUG] [REMOTE    ] BAM: Fetching historical data.
[2025-12-03T21:00:53.365654] [INFO ] [main      ] Progress: 21/965 forecasts completed (2.2%). VLO finished in 0.7s. ETA: 2m 52s. Rate: 329.68 forecasts/min
[2025-12-03T21:00:53.375940] [DEBUG] [REMOTE    ] BAM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:53.377047] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 9 features, N/A% accuracy
[2025-12-03T21:00:53.377119] [INFO ] [LOCAL     ] BAM: Loaded 9 optimal features with 68.32% confidence from JSON config
[2025-12-03T21:00:53.377152] [DEBUG] [MAG       ] Building data for symbol: BAM with lookback: 0
[2025-12-03T21:00:53.377945] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:00:53.378006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:53.382848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:53.384660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:53.385124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:53.385882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:53.386682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:00:53.387473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:00:53.390189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:00:53.390949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:00:53.391963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:53.394686] [DEBUG] [MAG       ] IEF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:53.447070] [DEBUG] [MAG       ] BPYPM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:53.466874] [INFO ] [LOCAL     ] IEF: Saved forecast.
[2025-12-03T21:00:53.466945] [INFO ] [main      ] IEF: Signal=1 (Conf=100.0%), Magnitude=0.24% (Conf=48.7917%)
[2025-12-03T21:00:53.467271] [INFO ] [main      ] Fetching symbol history for EPD...
[2025-12-03T21:00:53.467319] [DEBUG] [REMOTE    ] EPD: Fetching historical data.
[2025-12-03T21:00:53.467650] [INFO ] [main      ] Progress: 22/965 forecasts completed (2.3%). IEF finished in 0.6s. ETA: 2m 48s. Rate: 336.40 forecasts/min
[2025-12-03T21:00:53.478287] [DEBUG] [REMOTE    ] EPD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:53.479192] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 7 features, N/A% accuracy
[2025-12-03T21:00:53.479242] [INFO ] [LOCAL     ] EPD: Loaded 7 optimal features with 44.18% confidence from JSON config
[2025-12-03T21:00:53.479273] [DEBUG] [MAG       ] Building data for symbol: EPD with lookback: 0
[2025-12-03T21:00:53.480045] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:00:53.480105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:53.481771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:53.482265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:53.482407] [DEBUG] [MAG       ] MSA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:53.482658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:53.483371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:00:53.484255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:00:53.487061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:00:53.487786] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:53.510466] [INFO ] [LOCAL     ] BPYPM: Saved forecast.
[2025-12-03T21:00:53.510534] [INFO ] [main      ] BPYPM: Signal=1 (Conf=100.0%), Magnitude=-0.50% (Conf=61.7618%)
[2025-12-03T21:00:53.510910] [INFO ] [main      ] Progress: 23/965 forecasts completed (2.4%). BPYPM finished in 0.6s. ETA: 2m 42s. Rate: 347.86 forecasts/min
[2025-12-03T21:00:53.511100] [INFO ] [main      ] Fetching symbol history for AEMD...
[2025-12-03T21:00:53.511146] [DEBUG] [REMOTE    ] AEMD: Fetching historical data.
[2025-12-03T21:00:53.523179] [DEBUG] [REMOTE    ] AEMD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:53.523923] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 3 features, N/A% accuracy
[2025-12-03T21:00:53.523972] [INFO ] [LOCAL     ] AEMD: Loaded 3 optimal features with 55.37% confidence from JSON config
[2025-12-03T21:00:53.524003] [DEBUG] [MAG       ] Building data for symbol: AEMD with lookback: 0
[2025-12-03T21:00:53.524788] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:53.524847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:00:53.593045] [INFO ] [LOCAL     ] MSA: Saved forecast.
[2025-12-03T21:00:53.593118] [INFO ] [main      ] MSA: Signal=1 (Conf=100.0%), Magnitude=-0.57% (Conf=44.6423%)
[2025-12-03T21:00:53.593554] [INFO ] [main      ] Fetching symbol history for FWRD...
[2025-12-03T21:00:53.593621] [DEBUG] [REMOTE    ] FWRD: Fetching historical data.
[2025-12-03T21:00:53.593670] [INFO ] [main      ] Progress: 24/965 forecasts completed (2.5%). MSA finished in 0.8s. ETA: 2m 39s. Rate: 355.57 forecasts/min
[2025-12-03T21:00:53.605027] [DEBUG] [REMOTE    ] FWRD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:53.605960] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 3 features, N/A% accuracy
[2025-12-03T21:00:53.606023] [INFO ] [LOCAL     ] FWRD: Loaded 3 optimal features with 51.30% confidence from JSON config
[2025-12-03T21:00:53.606056] [DEBUG] [MAG       ] Building data for symbol: FWRD with lookback: 0
[2025-12-03T21:00:53.606828] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:53.606884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:53.607600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:53.609948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:53.611667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:53.636221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:00:53.637119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:53.643044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:53.729621] [DEBUG] [MAG       ] BAM: Last date is validated at 2025-12-03
[2025-12-03T21:00:53.824056] [DEBUG] [MAG       ] EPD: Last date is validated at 2025-12-03
[2025-12-03T21:00:53.906928] [DEBUG] [MAG       ] BAM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:53.949743] [DEBUG] [MAG       ] FWRD: Last date is validated at 2025-12-03
[2025-12-03T21:00:53.988308] [DEBUG] [MAG       ] AEMD: Last date is validated at 2025-12-03
[2025-12-03T21:00:54.004640] [INFO ] [LOCAL     ] BAM: Saved forecast.
[2025-12-03T21:00:54.004708] [INFO ] [main      ] BAM: Signal=1 (Conf=100.0%), Magnitude=-0.11% (Conf=68.3196%)
[2025-12-03T21:00:54.005056] [INFO ] [main      ] Fetching symbol history for PTON...
[2025-12-03T21:00:54.005115] [DEBUG] [REMOTE    ] PTON: Fetching historical data.
[2025-12-03T21:00:54.005663] [INFO ] [main      ] Progress: 25/965 forecasts completed (2.6%). BAM finished in 0.6s. ETA: 2m 48s. Rate: 336.18 forecasts/min
[2025-12-03T21:00:54.012030] [DEBUG] [MAG       ] EPD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:54.015862] [DEBUG] [REMOTE    ] PTON: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:54.016783] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 5 features, N/A% accuracy
[2025-12-03T21:00:54.016834] [INFO ] [LOCAL     ] PTON: Loaded 5 optimal features with 70.41% confidence from JSON config
[2025-12-03T21:00:54.016870] [DEBUG] [MAG       ] Building data for symbol: PTON with lookback: 0
[2025-12-03T21:00:54.017610] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:54.017669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:54.019328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:54.019830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:54.020601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:54.022852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:00:54.024317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:54.084585] [INFO ] [LOCAL     ] EPD: Saved forecast.
[2025-12-03T21:00:54.084651] [INFO ] [main      ] EPD: Signal=1 (Conf=100.0%), Magnitude=1.11% (Conf=44.1762%)
[2025-12-03T21:00:54.084998] [INFO ] [main      ] Fetching symbol history for AZN...
[2025-12-03T21:00:54.085047] [DEBUG] [REMOTE    ] AZN: Fetching historical data.
[2025-12-03T21:00:54.086695] [INFO ] [main      ] Progress: 26/965 forecasts completed (2.7%). EPD finished in 0.6s. ETA: 2m 44s. Rate: 343.39 forecasts/min
[2025-12-03T21:00:54.095952] [DEBUG] [REMOTE    ] AZN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:54.096852] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 7 features, N/A% accuracy
[2025-12-03T21:00:54.096979] [INFO ] [LOCAL     ] AZN: Loaded 7 optimal features with 48.60% confidence from JSON config
[2025-12-03T21:00:54.097021] [DEBUG] [MAG       ] Building data for symbol: AZN with lookback: 0
[2025-12-03T21:00:54.097781] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:00:54.097840] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:54.102517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:54.104274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:54.104744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:54.105139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:54.105853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:54.107338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:00:54.108045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:54.120700] [DEBUG] [MAG       ] FWRD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:54.162932] [DEBUG] [MAG       ] AEMD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:54.211590] [INFO ] [LOCAL     ] FWRD: Saved forecast.
[2025-12-03T21:00:54.211657] [INFO ] [main      ] FWRD: Signal=1 (Conf=100.0%), Magnitude=10.52% (Conf=51.296%)
[2025-12-03T21:00:54.211994] [INFO ] [main      ] Fetching symbol history for HLI...
[2025-12-03T21:00:54.212045] [DEBUG] [REMOTE    ] HLI: Fetching historical data.
[2025-12-03T21:00:54.212753] [INFO ] [main      ] Progress: 27/965 forecasts completed (2.8%). FWRD finished in 0.6s. ETA: 2m 42s. Rate: 346.97 forecasts/min
[2025-12-03T21:00:54.225271] [DEBUG] [REMOTE    ] HLI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:54.226515] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 1 features, N/A% accuracy
[2025-12-03T21:00:54.226566] [INFO ] [LOCAL     ] HLI: Loaded 1 optimal features with 40.20% confidence from JSON config
[2025-12-03T21:00:54.226624] [DEBUG] [MAG       ] Building data for symbol: HLI with lookback: 0
[2025-12-03T21:00:54.227400] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:00:54.227457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:00:54.228858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:54.262615] [INFO ] [LOCAL     ] AEMD: Saved forecast.
[2025-12-03T21:00:54.262685] [INFO ] [main      ] AEMD: Signal=1 (Conf=100.0%), Magnitude=-4.25% (Conf=55.3669%)
[2025-12-03T21:00:54.263028] [INFO ] [main      ] Progress: 28/965 forecasts completed (2.9%). AEMD finished in 0.8s. ETA: 2m 38s. Rate: 355.99 forecasts/min
[2025-12-03T21:00:54.263157] [INFO ] [main      ] Fetching symbol history for NAC...
[2025-12-03T21:00:54.263200] [DEBUG] [REMOTE    ] NAC: Fetching historical data.
[2025-12-03T21:00:54.278808] [DEBUG] [REMOTE    ] NAC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:54.279654] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 6 features, N/A% accuracy
[2025-12-03T21:00:54.279707] [INFO ] [LOCAL     ] NAC: Loaded 6 optimal features with 32.57% confidence from JSON config
[2025-12-03T21:00:54.279737] [DEBUG] [MAG       ] Building data for symbol: NAC with lookback: 0
[2025-12-03T21:00:54.280609] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:54.280674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:54.285504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:54.286401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:54.288955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:54.330562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:00:54.333059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:00:54.333891] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:54.368993] [DEBUG] [MAG       ] PTON: Last date is validated at 2025-12-03
[2025-12-03T21:00:54.444252] [DEBUG] [MAG       ] AZN: Last date is validated at 2025-12-03
[2025-12-03T21:00:54.546276] [DEBUG] [MAG       ] PTON: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:54.569469] [DEBUG] [MAG       ] HLI: Last date is validated at 2025-12-03
[2025-12-03T21:00:54.612557] [DEBUG] [MAG       ] AZN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:54.673250] [DEBUG] [MAG       ] NAC: Last date is validated at 2025-12-03
[2025-12-03T21:00:54.685981] [INFO ] [LOCAL     ] PTON: Saved forecast.
[2025-12-03T21:00:54.686049] [INFO ] [main      ] PTON: Signal=1 (Conf=100.0%), Magnitude=2.39% (Conf=70.4097%)
[2025-12-03T21:00:54.686392] [INFO ] [main      ] Fetching symbol history for LXEO...
[2025-12-03T21:00:54.686443] [DEBUG] [REMOTE    ] LXEO: Fetching historical data.
[2025-12-03T21:00:54.687645] [INFO ] [main      ] Progress: 29/965 forecasts completed (3.0%). PTON finished in 0.7s. ETA: 2m 46s. Rate: 338.27 forecasts/min
[2025-12-03T21:00:54.698542] [DEBUG] [REMOTE    ] LXEO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:54.699550] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, N/A% accuracy
[2025-12-03T21:00:54.699625] [INFO ] [LOCAL     ] LXEO: Loaded 3 optimal features with 51.84% confidence from JSON config
[2025-12-03T21:00:54.699657] [DEBUG] [MAG       ] Building data for symbol: LXEO with lookback: 0
[2025-12-03T21:00:54.700414] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:54.700471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:54.702824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:00:54.703482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:00:54.705076] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:54.707806] [INFO ] [LOCAL     ] AZN: Saved forecast.
[2025-12-03T21:00:54.707879] [INFO ] [main      ] AZN: Signal=1 (Conf=100.0%), Magnitude=-2.35% (Conf=48.6001%)
[2025-12-03T21:00:54.708217] [INFO ] [main      ] Fetching symbol history for QBTS...
[2025-12-03T21:00:54.708266] [DEBUG] [REMOTE    ] QBTS: Fetching historical data.
[2025-12-03T21:00:54.709176] [INFO ] [main      ] Progress: 30/965 forecasts completed (3.1%). AZN finished in 0.6s. ETA: 2m 41s. Rate: 348.47 forecasts/min
[2025-12-03T21:00:54.720630] [DEBUG] [REMOTE    ] QBTS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:54.721504] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 8 features, N/A% accuracy
[2025-12-03T21:00:54.721594] [INFO ] [LOCAL     ] QBTS: Loaded 8 optimal features with 61.34% confidence from JSON config
[2025-12-03T21:00:54.721629] [DEBUG] [MAG       ] Building data for symbol: QBTS with lookback: 0
[2025-12-03T21:00:54.722487] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:00:54.722552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:54.723452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:00:54.727420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:54.729174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:54.729667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:00:54.730700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:54.732372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:00:54.733397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:00:54.734107] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:54.742237] [DEBUG] [MAG       ] HLI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:54.845375] [DEBUG] [MAG       ] NAC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:54.852389] [INFO ] [LOCAL     ] HLI: Saved forecast.
[2025-12-03T21:00:54.852455] [INFO ] [main      ] HLI: Signal=1 (Conf=100.0%), Magnitude=2.28% (Conf=40.2026%)
[2025-12-03T21:00:54.852816] [INFO ] [main      ] Fetching symbol history for WEX...
[2025-12-03T21:00:54.852868] [DEBUG] [REMOTE    ] WEX: Fetching historical data.
[2025-12-03T21:00:54.853653] [INFO ] [main      ] Progress: 31/965 forecasts completed (3.2%). HLI finished in 0.6s. ETA: 2m 40s. Rate: 350.29 forecasts/min
[2025-12-03T21:00:54.866210] [DEBUG] [REMOTE    ] WEX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:54.867128] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 3 features, N/A% accuracy
[2025-12-03T21:00:54.867181] [INFO ] [LOCAL     ] WEX: Loaded 3 optimal features with 53.29% confidence from JSON config
[2025-12-03T21:00:54.867214] [DEBUG] [MAG       ] Building data for symbol: WEX with lookback: 0
[2025-12-03T21:00:54.868014] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:54.868105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:54.873051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:00:54.873816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:54.875539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:54.909280] [INFO ] [LOCAL     ] NAC: Saved forecast.
[2025-12-03T21:00:54.909348] [INFO ] [main      ] NAC: Signal=1 (Conf=100.0%), Magnitude=-0.08% (Conf=32.5736%)
[2025-12-03T21:00:54.909717] [INFO ] [main      ] Fetching symbol history for GMAB...
[2025-12-03T21:00:54.909766] [DEBUG] [REMOTE    ] GMAB: Fetching historical data.
[2025-12-03T21:00:54.910643] [INFO ] [main      ] Progress: 32/965 forecasts completed (3.3%). NAC finished in 0.6s. ETA: 2m 36s. Rate: 357.75 forecasts/min
[2025-12-03T21:00:54.925666] [DEBUG] [REMOTE    ] GMAB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:54.926516] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 7 features, N/A% accuracy
[2025-12-03T21:00:54.926566] [INFO ] [LOCAL     ] GMAB: Loaded 7 optimal features with 49.39% confidence from JSON config
[2025-12-03T21:00:54.926619] [DEBUG] [MAG       ] Building data for symbol: GMAB with lookback: 0
[2025-12-03T21:00:54.927438] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:00:54.927498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:54.929198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:54.929723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:54.930112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:54.930998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:54.970427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:00:55.024043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:00:55.024946] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:55.052647] [DEBUG] [MAG       ] LXEO: Last date is validated at 2025-12-03
[2025-12-03T21:00:55.089648] [DEBUG] [MAG       ] QBTS: Last date is validated at 2025-12-03
[2025-12-03T21:00:55.217689] [DEBUG] [MAG       ] WEX: Last date is validated at 2025-12-03
[2025-12-03T21:00:55.229777] [DEBUG] [MAG       ] LXEO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:55.256631] [DEBUG] [MAG       ] QBTS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:55.300267] [INFO ] [LOCAL     ] LXEO: Saved forecast.
[2025-12-03T21:00:55.300341] [INFO ] [main      ] LXEO: Signal=1 (Conf=100.0%), Magnitude=-1.92% (Conf=51.8446%)
[2025-12-03T21:00:55.300717] [INFO ] [main      ] Fetching symbol history for IEP...
[2025-12-03T21:00:55.300768] [DEBUG] [REMOTE    ] IEP: Fetching historical data.
[2025-12-03T21:00:55.300774] [INFO ] [main      ] Progress: 33/965 forecasts completed (3.4%). LXEO finished in 0.6s. ETA: 2m 43s. Rate: 343.93 forecasts/min
[2025-12-03T21:00:55.312527] [DEBUG] [REMOTE    ] IEP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:55.313640] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 4 features, N/A% accuracy
[2025-12-03T21:00:55.313692] [INFO ] [LOCAL     ] IEP: Loaded 4 optimal features with 56.75% confidence from JSON config
[2025-12-03T21:00:55.313724] [DEBUG] [MAG       ] Building data for symbol: IEP with lookback: 0
[2025-12-03T21:00:55.314829] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:00:55.314887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:55.316514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:55.317058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:55.317473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:00:55.358897] [INFO ] [LOCAL     ] QBTS: Saved forecast.
[2025-12-03T21:00:55.358962] [INFO ] [main      ] QBTS: Signal=1 (Conf=100.0%), Magnitude=5.33% (Conf=61.3435%)
[2025-12-03T21:00:55.359266] [INFO ] [main      ] Fetching symbol history for ONB...
[2025-12-03T21:00:55.359314] [DEBUG] [REMOTE    ] ONB: Fetching historical data.
[2025-12-03T21:00:55.360170] [INFO ] [main      ] Progress: 34/965 forecasts completed (3.5%). QBTS finished in 0.7s. ETA: 2m 39s. Rate: 350.73 forecasts/min
[2025-12-03T21:00:55.372674] [DEBUG] [REMOTE    ] ONB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:55.373407] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 1 features, N/A% accuracy
[2025-12-03T21:00:55.373457] [INFO ] [LOCAL     ] ONB: Loaded 1 optimal features with 55.14% confidence from JSON config
[2025-12-03T21:00:55.373487] [DEBUG] [MAG       ] Building data for symbol: ONB with lookback: 0
[2025-12-03T21:00:55.374253] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:00:55.374319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:00:55.379828] [DEBUG] [MAG       ] GMAB: Last date is validated at 2025-12-03
[2025-12-03T21:00:55.389180] [DEBUG] [MAG       ] WEX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:55.424233] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:55.425915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:55.516443] [INFO ] [LOCAL     ] WEX: Saved forecast.
[2025-12-03T21:00:55.516512] [INFO ] [main      ] WEX: Signal=1 (Conf=100.0%), Magnitude=1.14% (Conf=53.2942%)
[2025-12-03T21:00:55.516859] [INFO ] [main      ] Fetching symbol history for HUM...
[2025-12-03T21:00:55.516912] [DEBUG] [REMOTE    ] HUM: Fetching historical data.
[2025-12-03T21:00:55.517657] [INFO ] [main      ] Progress: 35/965 forecasts completed (3.6%). WEX finished in 0.7s. ETA: 2m 39s. Rate: 351.53 forecasts/min
[2025-12-03T21:00:55.529849] [DEBUG] [REMOTE    ] HUM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:55.530806] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 1 features, N/A% accuracy
[2025-12-03T21:00:55.530861] [INFO ] [LOCAL     ] HUM: Loaded 1 optimal features with 52.75% confidence from JSON config
[2025-12-03T21:00:55.530902] [DEBUG] [MAG       ] Building data for symbol: HUM with lookback: 0
[2025-12-03T21:00:55.531676] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:00:55.531731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:55.534131] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:55.547813] [DEBUG] [MAG       ] GMAB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:55.626012] [INFO ] [LOCAL     ] GMAB: Saved forecast.
[2025-12-03T21:00:55.626081] [INFO ] [main      ] GMAB: Signal=1 (Conf=100.0%), Magnitude=-1.20% (Conf=49.3876%)
[2025-12-03T21:00:55.626245] [INFO ] [main      ] Fetching symbol history for UPLD...
[2025-12-03T21:00:55.626287] [DEBUG] [REMOTE    ] UPLD: Fetching historical data.
[2025-12-03T21:00:55.627650] [INFO ] [main      ] Progress: 36/965 forecasts completed (3.7%). GMAB finished in 0.7s. ETA: 2m 37s. Rate: 355.04 forecasts/min
[2025-12-03T21:00:55.639841] [DEBUG] [REMOTE    ] UPLD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:55.640930] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 8 features, N/A% accuracy
[2025-12-03T21:00:55.640981] [INFO ] [LOCAL     ] UPLD: Loaded 8 optimal features with 72.51% confidence from JSON config
[2025-12-03T21:00:55.641012] [DEBUG] [MAG       ] Building data for symbol: UPLD with lookback: 0
[2025-12-03T21:00:55.641786] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:00:55.641868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:55.643519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:55.644064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:55.646418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:00:55.752641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:55.754546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:55.761681] [DEBUG] [MAG       ] ONB: Last date is validated at 2025-12-03
[2025-12-03T21:00:55.773400] [DEBUG] [MAG       ] IEP: Last date is validated at 2025-12-03
[2025-12-03T21:00:55.792315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:00:55.794543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:00:55.795560] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:55.879629] [DEBUG] [MAG       ] HUM: Last date is validated at 2025-12-03
[2025-12-03T21:00:55.927879] [DEBUG] [MAG       ] ONB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:55.951774] [DEBUG] [MAG       ] IEP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:55.997566] [INFO ] [LOCAL     ] ONB: Saved forecast.
[2025-12-03T21:00:55.997647] [INFO ] [main      ] ONB: Signal=1 (Conf=100.0%), Magnitude=2.52% (Conf=55.1361%)
[2025-12-03T21:00:55.997990] [INFO ] [main      ] Progress: 37/965 forecasts completed (3.8%). ONB finished in 0.6s. ETA: 2m 42s. Rate: 343.96 forecasts/min
[2025-12-03T21:00:55.998140] [INFO ] [main      ] Fetching symbol history for ARLP...
[2025-12-03T21:00:55.998183] [DEBUG] [REMOTE    ] ARLP: Fetching historical data.
[2025-12-03T21:00:56.009051] [DEBUG] [REMOTE    ] ARLP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:56.009999] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 6 features, N/A% accuracy
[2025-12-03T21:00:56.010049] [INFO ] [LOCAL     ] ARLP: Loaded 6 optimal features with 70.84% confidence from JSON config
[2025-12-03T21:00:56.010080] [DEBUG] [MAG       ] Building data for symbol: ARLP with lookback: 0
[2025-12-03T21:00:56.010848] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:56.010906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:56.011725] [INFO ] [LOCAL     ] IEP: Saved forecast.
[2025-12-03T21:00:56.011798] [INFO ] [main      ] IEP: Signal=1 (Conf=100.0%), Magnitude=-0.63% (Conf=56.7485%)
[2025-12-03T21:00:56.012167] [INFO ] [main      ] Fetching symbol history for CNS...
[2025-12-03T21:00:56.012219] [DEBUG] [REMOTE    ] CNS: Fetching historical data.
[2025-12-03T21:00:56.012629] [INFO ] [main      ] Progress: 38/965 forecasts completed (3.9%). IEP finished in 0.7s. ETA: 2m 38s. Rate: 352.46 forecasts/min
[2025-12-03T21:00:56.012528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:56.013303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:56.013706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:56.014420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:56.024265] [DEBUG] [REMOTE    ] CNS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:56.025088] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 6 features, N/A% accuracy
[2025-12-03T21:00:56.025138] [INFO ] [LOCAL     ] CNS: Loaded 6 optimal features with 55.48% confidence from JSON config
[2025-12-03T21:00:56.025171] [DEBUG] [MAG       ] Building data for symbol: CNS with lookback: 0
[2025-12-03T21:00:56.025996] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:56.026060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:56.031108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:56.032979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:56.033484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:56.033893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:00:56.034552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:00:56.035248] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:56.047806] [DEBUG] [MAG       ] HUM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:56.052836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:00:56.055478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:56.128920] [DEBUG] [MAG       ] UPLD: Last date is validated at 2025-12-03
[2025-12-03T21:00:56.204645] [INFO ] [LOCAL     ] HUM: Saved forecast.
[2025-12-03T21:00:56.204708] [INFO ] [main      ] HUM: Signal=1 (Conf=100.0%), Magnitude=9.91% (Conf=52.7504%)
[2025-12-03T21:00:56.205362] [INFO ] [main      ] Fetching symbol history for FTHY...
[2025-12-03T21:00:56.205410] [DEBUG] [REMOTE    ] FTHY: Fetching historical data.
[2025-12-03T21:00:56.205765] [INFO ] [main      ] Progress: 39/965 forecasts completed (4.0%). HUM finished in 0.7s. ETA: 2m 38s. Rate: 351.25 forecasts/min
[2025-12-03T21:00:56.219377] [DEBUG] [REMOTE    ] FTHY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:56.220357] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, N/A% accuracy
[2025-12-03T21:00:56.220405] [INFO ] [LOCAL     ] FTHY: Loaded 3 optimal features with 48.12% confidence from JSON config
[2025-12-03T21:00:56.220436] [DEBUG] [MAG       ] Building data for symbol: FTHY with lookback: 0
[2025-12-03T21:00:56.221220] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:56.221278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:56.222981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:56.223466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:56.223875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:56.297464] [DEBUG] [MAG       ] UPLD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:56.361655] [INFO ] [LOCAL     ] UPLD: Saved forecast.
[2025-12-03T21:00:56.361735] [INFO ] [main      ] UPLD: Signal=1 (Conf=100.0%), Magnitude=-0.72% (Conf=72.5113%)
[2025-12-03T21:00:56.361894] [INFO ] [main      ] Fetching symbol history for AMG...
[2025-12-03T21:00:56.361937] [DEBUG] [REMOTE    ] AMG: Fetching historical data.
[2025-12-03T21:00:56.363656] [INFO ] [main      ] Progress: 40/965 forecasts completed (4.1%). UPLD finished in 0.7s. ETA: 2m 38s. Rate: 351.91 forecasts/min
[2025-12-03T21:00:56.375947] [DEBUG] [REMOTE    ] AMG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:56.377676] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 5 features, N/A% accuracy
[2025-12-03T21:00:56.377733] [INFO ] [LOCAL     ] AMG: Loaded 5 optimal features with 52.99% confidence from JSON config
[2025-12-03T21:00:56.377765] [DEBUG] [MAG       ] Building data for symbol: AMG with lookback: 0
[2025-12-03T21:00:56.378558] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:56.378640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:56.379485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:00:56.380460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:00:56.381675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:00:56.382349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:00:56.383050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:56.384987] [DEBUG] [MAG       ] CNS: Last date is validated at 2025-12-03
[2025-12-03T21:00:56.397310] [DEBUG] [MAG       ] ARLP: Last date is validated at 2025-12-03
[2025-12-03T21:00:56.563177] [DEBUG] [MAG       ] ARLP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:56.577368] [DEBUG] [MAG       ] CNS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:56.581129] [DEBUG] [MAG       ] FTHY: Last date is validated at 2025-12-03
[2025-12-03T21:00:56.633016] [INFO ] [LOCAL     ] ARLP: Saved forecast.
[2025-12-03T21:00:56.633081] [INFO ] [main      ] ARLP: Signal=1 (Conf=100.0%), Magnitude=-1.91% (Conf=70.8363%)
[2025-12-03T21:00:56.633409] [INFO ] [main      ] Progress: 41/965 forecasts completed (4.2%). ARLP finished in 0.6s. ETA: 2m 40s. Rate: 346.99 forecasts/min
[2025-12-03T21:00:56.633529] [INFO ] [main      ] Fetching symbol history for BUD...
[2025-12-03T21:00:56.633585] [DEBUG] [REMOTE    ] BUD: Fetching historical data.
[2025-12-03T21:00:56.644384] [DEBUG] [REMOTE    ] BUD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:56.645280] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, N/A% accuracy
[2025-12-03T21:00:56.645330] [INFO ] [LOCAL     ] BUD: Loaded 3 optimal features with 57.74% confidence from JSON config
[2025-12-03T21:00:56.645360] [DEBUG] [MAG       ] Building data for symbol: BUD with lookback: 0
[2025-12-03T21:00:56.646140] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:56.646199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:56.650896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:00:56.653613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:00:56.667904] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:56.668952] [INFO ] [LOCAL     ] CNS: Saved forecast.
[2025-12-03T21:00:56.669018] [INFO ] [main      ] CNS: Signal=1 (Conf=100.0%), Magnitude=-1.70% (Conf=55.4765%)
[2025-12-03T21:00:56.669371] [INFO ] [main      ] Fetching symbol history for MYN...
[2025-12-03T21:00:56.669421] [DEBUG] [REMOTE    ] MYN: Fetching historical data.
[2025-12-03T21:00:56.670641] [INFO ] [main      ] Progress: 42/965 forecasts completed (4.4%). CNS finished in 0.7s. ETA: 2m 37s. Rate: 353.59 forecasts/min
[2025-12-03T21:00:56.682443] [DEBUG] [REMOTE    ] MYN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:56.683521] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 6 features, N/A% accuracy
[2025-12-03T21:00:56.683589] [INFO ] [LOCAL     ] MYN: Loaded 6 optimal features with 48.66% confidence from JSON config
[2025-12-03T21:00:56.683624] [DEBUG] [MAG       ] Building data for symbol: MYN with lookback: 0
[2025-12-03T21:00:56.684394] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:56.684454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:56.686134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:56.686650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:56.687045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:56.687954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:56.690363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:56.692018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:56.736703] [DEBUG] [MAG       ] AMG: Last date is validated at 2025-12-03
[2025-12-03T21:00:56.751243] [DEBUG] [MAG       ] FTHY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:56.804920] [INFO ] [LOCAL     ] FTHY: Saved forecast.
[2025-12-03T21:00:56.804984] [INFO ] [main      ] FTHY: Signal=1 (Conf=100.0%), Magnitude=0.03% (Conf=48.1242%)
[2025-12-03T21:00:56.805139] [INFO ] [main      ] Fetching symbol history for NTRB...
[2025-12-03T21:00:56.805181] [DEBUG] [REMOTE    ] NTRB: Fetching historical data.
[2025-12-03T21:00:56.807643] [INFO ] [main      ] Progress: 43/965 forecasts completed (4.5%). FTHY finished in 0.6s. ETA: 2m 36s. Rate: 355.18 forecasts/min
[2025-12-03T21:00:56.818193] [DEBUG] [REMOTE    ] NTRB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:56.819101] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 4 features, N/A% accuracy
[2025-12-03T21:00:56.819150] [INFO ] [LOCAL     ] NTRB: Loaded 4 optimal features with 46.21% confidence from JSON config
[2025-12-03T21:00:56.819183] [DEBUG] [MAG       ] Building data for symbol: NTRB with lookback: 0
[2025-12-03T21:00:56.819962] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:00:56.820019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:56.820878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:56.859991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:00:56.860737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:00:56.863428] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:56.902780] [DEBUG] [MAG       ] AMG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:57.004145] [DEBUG] [MAG       ] BUD: Last date is validated at 2025-12-03
[2025-12-03T21:00:57.015838] [INFO ] [LOCAL     ] AMG: Saved forecast.
[2025-12-03T21:00:57.015985] [INFO ] [main      ] AMG: Signal=1 (Conf=100.0%), Magnitude=2.50% (Conf=52.9908%)
[2025-12-03T21:00:57.016316] [INFO ] [main      ] Fetching symbol history for IZEA...
[2025-12-03T21:00:57.016366] [DEBUG] [REMOTE    ] IZEA: Fetching historical data.
[2025-12-03T21:00:57.016671] [INFO ] [main      ] Progress: 44/965 forecasts completed (4.6%). AMG finished in 0.7s. ETA: 2m 36s. Rate: 353.28 forecasts/min
[2025-12-03T21:00:57.028523] [DEBUG] [REMOTE    ] IZEA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:57.029511] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 0 features, N/A% accuracy
[2025-12-03T21:00:57.029589] [INFO ] [LOCAL     ] IZEA: Loaded 0 optimal features with 44.67% confidence from JSON config
[2025-12-03T21:00:57.029625] [DEBUG] [MAG       ] Building data for symbol: IZEA with lookback: 0
[2025-12-03T21:00:57.030371] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:00:57.031527] [DEBUG] [MAG       ] MYN: Last date is validated at 2025-12-03
[2025-12-03T21:00:57.171258] [DEBUG] [MAG       ] BUD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:57.197811] [DEBUG] [MAG       ] MYN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:57.203354] [DEBUG] [MAG       ] NTRB: Last date is validated at 2025-12-03
[2025-12-03T21:00:57.253889] [INFO ] [LOCAL     ] MYN: Saved forecast.
[2025-12-03T21:00:57.253953] [INFO ] [main      ] MYN: Signal=1 (Conf=100.0%), Magnitude=0.06% (Conf=48.6561%)
[2025-12-03T21:00:57.254288] [INFO ] [main      ] Fetching symbol history for CRTO...
[2025-12-03T21:00:57.254336] [DEBUG] [REMOTE    ] CRTO: Fetching historical data.
[2025-12-03T21:00:57.255656] [INFO ] [main      ] Progress: 45/965 forecasts completed (4.7%). MYN finished in 0.6s. ETA: 2m 38s. Rate: 350.11 forecasts/min
[2025-12-03T21:00:57.260708] [INFO ] [LOCAL     ] BUD: Saved forecast.
[2025-12-03T21:00:57.260768] [INFO ] [main      ] BUD: Signal=1 (Conf=100.0%), Magnitude=1.10% (Conf=57.7443%)
[2025-12-03T21:00:57.261058] [INFO ] [main      ] Fetching symbol history for BKD...
[2025-12-03T21:00:57.261106] [DEBUG] [REMOTE    ] BKD: Fetching historical data.
[2025-12-03T21:00:57.261991] [INFO ] [main      ] Progress: 46/965 forecasts completed (4.8%). BUD finished in 0.6s. ETA: 2m 34s. Rate: 357.60 forecasts/min
[2025-12-03T21:00:57.266816] [DEBUG] [REMOTE    ] CRTO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:57.267832] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 5 features, N/A% accuracy
[2025-12-03T21:00:57.267884] [INFO ] [LOCAL     ] CRTO: Loaded 5 optimal features with 68.81% confidence from JSON config
[2025-12-03T21:00:57.267918] [DEBUG] [MAG       ] Building data for symbol: CRTO with lookback: 0
[2025-12-03T21:00:57.268726] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:57.268785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:57.270404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:00:57.272404] [DEBUG] [REMOTE    ] BKD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:57.273469] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 9 features, N/A% accuracy
[2025-12-03T21:00:57.273519] [INFO ] [LOCAL     ] BKD: Loaded 9 optimal features with 45.35% confidence from JSON config
[2025-12-03T21:00:57.273549] [DEBUG] [MAG       ] Building data for symbol: BKD with lookback: 0
[2025-12-03T21:00:57.274328] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:00:57.274388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:57.279095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:57.280892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:57.281347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:57.281800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:57.282183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:57.283040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:57.284649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:57.319042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:00:57.319872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:00:57.322683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:00:57.323980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:57.324077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:00:57.324779] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:57.368072] [DEBUG] [MAG       ] IZEA: Last date is validated at 2025-12-03
[2025-12-03T21:00:57.371699] [DEBUG] [MAG       ] NTRB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:57.441986] [INFO ] [LOCAL     ] NTRB: Saved forecast.
[2025-12-03T21:00:57.442053] [INFO ] [main      ] NTRB: Signal=1 (Conf=100.0%), Magnitude=-0.82% (Conf=46.2138%)
[2025-12-03T21:00:57.442384] [INFO ] [main      ] Fetching symbol history for GPRK...
[2025-12-03T21:00:57.442433] [DEBUG] [REMOTE    ] GPRK: Fetching historical data.
[2025-12-03T21:00:57.442645] [INFO ] [main      ] Progress: 47/965 forecasts completed (4.9%). NTRB finished in 0.6s. ETA: 2m 34s. Rate: 357.01 forecasts/min
[2025-12-03T21:00:57.455729] [DEBUG] [REMOTE    ] GPRK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:57.456705] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, N/A% accuracy
[2025-12-03T21:00:57.456762] [INFO ] [LOCAL     ] GPRK: Loaded 1 optimal features with 39.86% confidence from JSON config
[2025-12-03T21:00:57.456797] [DEBUG] [MAG       ] Building data for symbol: GPRK with lookback: 0
[2025-12-03T21:00:57.457616] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:00:57.457675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:00:57.458342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:57.535323] [DEBUG] [MAG       ] IZEA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:57.586530] [INFO ] [LOCAL     ] IZEA: Saved forecast.
[2025-12-03T21:00:57.586612] [INFO ] [main      ] IZEA: Signal=1 (Conf=100.0%), Magnitude=-1.88% (Conf=44.6694%)
[2025-12-03T21:00:57.586766] [INFO ] [main      ] Fetching symbol history for ANDE...
[2025-12-03T21:00:57.586807] [DEBUG] [REMOTE    ] ANDE: Fetching historical data.
[2025-12-03T21:00:57.588081] [INFO ] [main      ] Progress: 48/965 forecasts completed (5.0%). IZEA finished in 0.6s. ETA: 2m 34s. Rate: 358.02 forecasts/min
[2025-12-03T21:00:57.599770] [DEBUG] [REMOTE    ] ANDE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:57.600913] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 6 features, N/A% accuracy
[2025-12-03T21:00:57.600968] [INFO ] [LOCAL     ] ANDE: Loaded 6 optimal features with 64.97% confidence from JSON config
[2025-12-03T21:00:57.600998] [DEBUG] [MAG       ] Building data for symbol: ANDE with lookback: 0
[2025-12-03T21:00:57.601764] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:57.601833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:57.602737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:57.605177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:57.606802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:00:57.612723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:00:57.613370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:57.618885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:57.662984] [DEBUG] [MAG       ] BKD: Last date is validated at 2025-12-03
[2025-12-03T21:00:57.671296] [DEBUG] [MAG       ] CRTO: Last date is validated at 2025-12-03
[2025-12-03T21:00:57.806464] [DEBUG] [MAG       ] GPRK: Last date is validated at 2025-12-03
[2025-12-03T21:00:57.830168] [DEBUG] [MAG       ] BKD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:57.836710] [DEBUG] [MAG       ] CRTO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:57.895647] [INFO ] [LOCAL     ] BKD: Saved forecast.
[2025-12-03T21:00:57.895715] [INFO ] [main      ] BKD: Signal=1 (Conf=100.0%), Magnitude=0.08% (Conf=45.348%)
[2025-12-03T21:00:57.896059] [INFO ] [main      ] Progress: 49/965 forecasts completed (5.1%). BKD finished in 0.6s. ETA: 2m 36s. Rate: 352.00 forecasts/min
[2025-12-03T21:00:57.896212] [INFO ] [main      ] Fetching symbol history for NVD...
[2025-12-03T21:00:57.896254] [DEBUG] [REMOTE    ] NVD: Fetching historical data.
[2025-12-03T21:00:57.908933] [DEBUG] [REMOTE    ] NVD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:57.909796] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 4 features, N/A% accuracy
[2025-12-03T21:00:57.909847] [INFO ] [LOCAL     ] NVD: Loaded 4 optimal features with 62.99% confidence from JSON config
[2025-12-03T21:00:57.909881] [DEBUG] [MAG       ] Building data for symbol: NVD with lookback: 0
[2025-12-03T21:00:57.910642] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:00:57.910699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:57.915356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:57.917081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:57.917529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:57.918282] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:57.923621] [INFO ] [LOCAL     ] CRTO: Saved forecast.
[2025-12-03T21:00:57.923687] [INFO ] [main      ] CRTO: Signal=1 (Conf=100.0%), Magnitude=-5.68% (Conf=68.8112%)
[2025-12-03T21:00:57.924029] [INFO ] [main      ] Fetching symbol history for ERO...
[2025-12-03T21:00:57.924078] [DEBUG] [REMOTE    ] ERO: Fetching historical data.
[2025-12-03T21:00:57.924651] [INFO ] [main      ] Progress: 50/965 forecasts completed (5.2%). CRTO finished in 0.7s. ETA: 2m 33s. Rate: 357.96 forecasts/min
[2025-12-03T21:00:57.936674] [DEBUG] [REMOTE    ] ERO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:57.937429] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 6 features, N/A% accuracy
[2025-12-03T21:00:57.937478] [INFO ] [LOCAL     ] ERO: Loaded 6 optimal features with 63.20% confidence from JSON config
[2025-12-03T21:00:57.937509] [DEBUG] [MAG       ] Building data for symbol: ERO with lookback: 0
[2025-12-03T21:00:57.938308] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:00:57.938369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:57.943054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:57.944783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:57.945248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:00:57.945917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:00:57.946890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:00:57.949125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:57.951957] [DEBUG] [MAG       ] ANDE: Last date is validated at 2025-12-03
[2025-12-03T21:00:57.975729] [DEBUG] [MAG       ] GPRK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:58.034032] [INFO ] [LOCAL     ] GPRK: Saved forecast.
[2025-12-03T21:00:58.034100] [INFO ] [main      ] GPRK: Signal=1 (Conf=100.0%), Magnitude=-0.78% (Conf=39.8611%)
[2025-12-03T21:00:58.034459] [INFO ] [main      ] Fetching symbol history for FG...
[2025-12-03T21:00:58.034508] [DEBUG] [REMOTE    ] FG: Fetching historical data.
[2025-12-03T21:00:58.035625] [INFO ] [main      ] Progress: 51/965 forecasts completed (5.3%). GPRK finished in 0.6s. ETA: 2m 32s. Rate: 360.35 forecasts/min
[2025-12-03T21:00:58.047709] [DEBUG] [REMOTE    ] FG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:58.048880] [DEBUG] [LOCAL     ] Loaded configuration for FG: 3 features, N/A% accuracy
[2025-12-03T21:00:58.048937] [INFO ] [LOCAL     ] FG: Loaded 3 optimal features with 52.95% confidence from JSON config
[2025-12-03T21:00:58.048970] [DEBUG] [MAG       ] Building data for symbol: FG with lookback: 0
[2025-12-03T21:00:58.049774] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:58.049834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:58.051626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:58.052136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:58.053836] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:58.118671] [DEBUG] [MAG       ] ANDE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:58.213082] [INFO ] [LOCAL     ] ANDE: Saved forecast.
[2025-12-03T21:00:58.213153] [INFO ] [main      ] ANDE: Signal=1 (Conf=100.0%), Magnitude=0.94% (Conf=64.9657%)
[2025-12-03T21:00:58.213593] [INFO ] [main      ] Fetching symbol history for WTO...
[2025-12-03T21:00:58.213644] [DEBUG] [REMOTE    ] WTO: Fetching historical data.
[2025-12-03T21:00:58.213619] [INFO ] [main      ] Progress: 52/965 forecasts completed (5.4%). ANDE finished in 0.6s. ETA: 2m 32s. Rate: 359.87 forecasts/min
[2025-12-03T21:00:58.224351] [DEBUG] [REMOTE    ] WTO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:58.226072] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 7 features, N/A% accuracy
[2025-12-03T21:00:58.226128] [INFO ] [LOCAL     ] WTO: Loaded 7 optimal features with 54.05% confidence from JSON config
[2025-12-03T21:00:58.226159] [DEBUG] [MAG       ] Building data for symbol: WTO with lookback: 0
[2025-12-03T21:00:58.226936] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:00:58.227301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:58.229008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:58.229496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:58.229934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:58.230312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:58.232646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:00:58.234585] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:00:58.235954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:58.255929] [DEBUG] [MAG       ] NVD: Last date is validated at 2025-12-03
[2025-12-03T21:00:58.282788] [DEBUG] [MAG       ] ERO: Last date is validated at 2025-12-03
[2025-12-03T21:00:58.396648] [DEBUG] [MAG       ] FG: Last date is validated at 2025-12-03
[2025-12-03T21:00:58.428833] [DEBUG] [MAG       ] NVD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:58.450518] [DEBUG] [MAG       ] ERO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:58.526289] [INFO ] [LOCAL     ] NVD: Saved forecast.
[2025-12-03T21:00:58.526354] [INFO ] [main      ] NVD: Signal=1 (Conf=100.0%), Magnitude=-0.70% (Conf=62.9905%)
[2025-12-03T21:00:58.526736] [INFO ] [main      ] Progress: 53/965 forecasts completed (5.5%). NVD finished in 0.6s. ETA: 2m 35s. Rate: 354.00 forecasts/min
[2025-12-03T21:00:58.526899] [INFO ] [main      ] Fetching symbol history for HY...
[2025-12-03T21:00:58.526942] [DEBUG] [REMOTE    ] HY: Fetching historical data.
[2025-12-03T21:00:58.530811] [INFO ] [LOCAL     ] ERO: Saved forecast.
[2025-12-03T21:00:58.530877] [INFO ] [main      ] ERO: Signal=1 (Conf=100.0%), Magnitude=-0.33% (Conf=63.2%)
[2025-12-03T21:00:58.531258] [INFO ] [main      ] Fetching symbol history for UONE...
[2025-12-03T21:00:58.531307] [DEBUG] [REMOTE    ] UONE: Fetching historical data.
[2025-12-03T21:00:58.531711] [INFO ] [main      ] Progress: 54/965 forecasts completed (5.6%). ERO finished in 0.6s. ETA: 2m 32s. Rate: 360.48 forecasts/min
[2025-12-03T21:00:58.538420] [DEBUG] [REMOTE    ] HY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:58.539658] [DEBUG] [LOCAL     ] Loaded configuration for HY: 9 features, N/A% accuracy
[2025-12-03T21:00:58.539711] [INFO ] [LOCAL     ] HY: Loaded 9 optimal features with 48.91% confidence from JSON config
[2025-12-03T21:00:58.539743] [DEBUG] [MAG       ] Building data for symbol: HY with lookback: 0
[2025-12-03T21:00:58.540501] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:00:58.540562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:58.543992] [DEBUG] [REMOTE    ] UONE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:58.544842] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 14 features, N/A% accuracy
[2025-12-03T21:00:58.544893] [INFO ] [LOCAL     ] UONE: Loaded 14 optimal features with 30.92% confidence from JSON config
[2025-12-03T21:00:58.544927] [DEBUG] [MAG       ] Building data for symbol: UONE with lookback: 0
[2025-12-03T21:00:58.545370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:58.545700] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-12-03T21:00:58.545764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:58.547123] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:58.547430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:58.547592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:00:58.547931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:58.548403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:58.548809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:58.569390] [DEBUG] [MAG       ] FG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:58.581494] [DEBUG] [MAG       ] WTO: Last date is validated at 2025-12-03
[2025-12-03T21:00:58.586813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:00:58.587844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:00:58.589833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:00:58.591823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:00:58.592869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:00:58.595521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:00:58.597062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:00:58.598077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:00:58.599660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:00:58.600326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:58.658006] [INFO ] [LOCAL     ] FG: Saved forecast.
[2025-12-03T21:00:58.658099] [INFO ] [main      ] FG: Signal=1 (Conf=100.0%), Magnitude=3.22% (Conf=52.9485%)
[2025-12-03T21:00:58.658268] [INFO ] [main      ] Fetching symbol history for AMRC...
[2025-12-03T21:00:58.658310] [DEBUG] [REMOTE    ] AMRC: Fetching historical data.
[2025-12-03T21:00:58.660677] [INFO ] [main      ] Progress: 55/965 forecasts completed (5.7%). FG finished in 0.6s. ETA: 2m 31s. Rate: 361.97 forecasts/min
[2025-12-03T21:00:58.662204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:00:58.664128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:00:58.673821] [DEBUG] [REMOTE    ] AMRC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:58.674873] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 5 features, N/A% accuracy
[2025-12-03T21:00:58.674934] [INFO ] [LOCAL     ] AMRC: Loaded 5 optimal features with 55.30% confidence from JSON config
[2025-12-03T21:00:58.674967] [DEBUG] [MAG       ] Building data for symbol: AMRC with lookback: 0
[2025-12-03T21:00:58.675770] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:58.675837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:00:58.713666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:00:58.715103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:00:58.718981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:00:58.720319] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:58.720629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:00:58.722800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:00:58.728106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:00:58.730552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:00:58.731458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:58.751035] [DEBUG] [MAG       ] WTO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:58.933075] [DEBUG] [MAG       ] UONE: Last date is validated at 2025-12-03
[2025-12-03T21:00:58.963084] [INFO ] [LOCAL     ] WTO: Saved forecast.
[2025-12-03T21:00:58.963147] [INFO ] [main      ] WTO: Signal=1 (Conf=100.0%), Magnitude=313.26% (Conf=54.0466%)
[2025-12-03T21:00:58.963481] [INFO ] [main      ] Fetching symbol history for RMBS...
[2025-12-03T21:00:58.963530] [DEBUG] [REMOTE    ] RMBS: Fetching historical data.
[2025-12-03T21:00:58.963666] [INFO ] [main      ] Progress: 56/965 forecasts completed (5.8%). WTO finished in 0.7s. ETA: 2m 33s. Rate: 356.69 forecasts/min
[2025-12-03T21:00:58.974595] [DEBUG] [REMOTE    ] RMBS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:58.975497] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 8 features, N/A% accuracy
[2025-12-03T21:00:58.975550] [INFO ] [LOCAL     ] RMBS: Loaded 8 optimal features with 48.47% confidence from JSON config
[2025-12-03T21:00:58.975603] [DEBUG] [MAG       ] Building data for symbol: RMBS with lookback: 0
[2025-12-03T21:00:58.976359] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:00:58.976422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:58.981233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:58.983045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:58.983525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:58.983918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:58.984644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:00:58.985522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:00:58.986707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:00:58.990967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:59.073108] [DEBUG] [MAG       ] HY: Last date is validated at 2025-12-03
[2025-12-03T21:00:59.099794] [DEBUG] [MAG       ] UONE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:59.130588] [DEBUG] [MAG       ] AMRC: Last date is validated at 2025-12-03
[2025-12-03T21:00:59.172989] [INFO ] [LOCAL     ] UONE: Saved forecast.
[2025-12-03T21:00:59.173055] [INFO ] [main      ] UONE: Signal=1 (Conf=100.0%), Magnitude=-0.70% (Conf=30.9248%)
[2025-12-03T21:00:59.173212] [INFO ] [main      ] Fetching symbol history for BHRB...
[2025-12-03T21:00:59.173254] [DEBUG] [REMOTE    ] BHRB: Fetching historical data.
[2025-12-03T21:00:59.175651] [INFO ] [main      ] Progress: 57/965 forecasts completed (5.9%). UONE finished in 0.6s. ETA: 2m 33s. Rate: 355.07 forecasts/min
[2025-12-03T21:00:59.185142] [DEBUG] [REMOTE    ] BHRB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:59.186230] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 5 features, N/A% accuracy
[2025-12-03T21:00:59.186281] [INFO ] [LOCAL     ] BHRB: Loaded 5 optimal features with 52.06% confidence from JSON config
[2025-12-03T21:00:59.186312] [DEBUG] [MAG       ] Building data for symbol: BHRB with lookback: 0
[2025-12-03T21:00:59.187106] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:59.187165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:59.188844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:59.189370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:59.189773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:00:59.190643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:00:59.252931] [DEBUG] [MAG       ] HY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:59.263151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:59.301524] [DEBUG] [MAG       ] AMRC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:59.332450] [DEBUG] [MAG       ] RMBS: Last date is validated at 2025-12-03
[2025-12-03T21:00:59.353146] [INFO ] [LOCAL     ] HY: Saved forecast.
[2025-12-03T21:00:59.353208] [INFO ] [main      ] HY: Signal=1 (Conf=100.0%), Magnitude=3.89% (Conf=48.9122%)
[2025-12-03T21:00:59.353541] [INFO ] [main      ] Fetching symbol history for CHH...
[2025-12-03T21:00:59.353606] [DEBUG] [REMOTE    ] CHH: Fetching historical data.
[2025-12-03T21:00:59.353590] [INFO ] [main      ] Progress: 58/965 forecasts completed (6.0%). HY finished in 0.8s. ETA: 2m 33s. Rate: 354.75 forecasts/min
[2025-12-03T21:00:59.364697] [DEBUG] [REMOTE    ] CHH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:59.365853] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 3 features, N/A% accuracy
[2025-12-03T21:00:59.365907] [INFO ] [LOCAL     ] CHH: Loaded 3 optimal features with 57.94% confidence from JSON config
[2025-12-03T21:00:59.365940] [DEBUG] [MAG       ] Building data for symbol: CHH with lookback: 0
[2025-12-03T21:00:59.366704] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:00:59.366762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:59.368418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:59.368923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:00:59.374657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:59.405056] [INFO ] [LOCAL     ] AMRC: Saved forecast.
[2025-12-03T21:00:59.405122] [INFO ] [main      ] AMRC: Signal=1 (Conf=100.0%), Magnitude=0.27% (Conf=55.3045%)
[2025-12-03T21:00:59.405421] [INFO ] [main      ] Fetching symbol history for CFG...
[2025-12-03T21:00:59.405469] [DEBUG] [REMOTE    ] CFG: Fetching historical data.
[2025-12-03T21:00:59.406729] [INFO ] [main      ] Progress: 59/965 forecasts completed (6.1%). AMRC finished in 0.7s. ETA: 2m 31s. Rate: 358.92 forecasts/min
[2025-12-03T21:00:59.419908] [DEBUG] [REMOTE    ] CFG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:59.420832] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 5 features, N/A% accuracy
[2025-12-03T21:00:59.420900] [INFO ] [LOCAL     ] CFG: Loaded 5 optimal features with 60.82% confidence from JSON config
[2025-12-03T21:00:59.420933] [DEBUG] [MAG       ] Building data for symbol: CFG with lookback: 0
[2025-12-03T21:00:59.421775] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:00:59.421836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:59.423610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:00:59.424114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:00:59.424517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:59.425294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:59.427702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:59.504194] [DEBUG] [MAG       ] RMBS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:59.601307] [DEBUG] [MAG       ] BHRB: Last date is validated at 2025-12-03
[2025-12-03T21:00:59.613385] [INFO ] [LOCAL     ] RMBS: Saved forecast.
[2025-12-03T21:00:59.613451] [INFO ] [main      ] RMBS: Signal=1 (Conf=100.0%), Magnitude=1.58% (Conf=48.4655%)
[2025-12-03T21:00:59.613797] [INFO ] [main      ] Fetching symbol history for EDF...
[2025-12-03T21:00:59.613846] [DEBUG] [REMOTE    ] EDF: Fetching historical data.
[2025-12-03T21:00:59.614657] [INFO ] [main      ] Progress: 60/965 forecasts completed (6.2%). RMBS finished in 0.6s. ETA: 2m 32s. Rate: 357.47 forecasts/min
[2025-12-03T21:00:59.624680] [DEBUG] [REMOTE    ] EDF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:59.625799] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 7 features, N/A% accuracy
[2025-12-03T21:00:59.625850] [INFO ] [LOCAL     ] EDF: Loaded 7 optimal features with 20.09% confidence from JSON config
[2025-12-03T21:00:59.625880] [DEBUG] [MAG       ] Building data for symbol: EDF with lookback: 0
[2025-12-03T21:00:59.626651] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:00:59.626711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:59.633557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:00:59.635991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:00:59.637193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:00:59.639004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:00:59.639509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:00:59.640620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:00:59.642604] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:00:59.730711] [DEBUG] [MAG       ] CHH: Last date is validated at 2025-12-03
[2025-12-03T21:00:59.767713] [DEBUG] [MAG       ] BHRB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:59.794398] [DEBUG] [MAG       ] CFG: Last date is validated at 2025-12-03
[2025-12-03T21:00:59.855766] [INFO ] [LOCAL     ] BHRB: Saved forecast.
[2025-12-03T21:00:59.855840] [INFO ] [main      ] BHRB: Signal=1 (Conf=100.0%), Magnitude=-0.92% (Conf=52.0623%)
[2025-12-03T21:00:59.855997] [INFO ] [main      ] Fetching symbol history for ASO...
[2025-12-03T21:00:59.856039] [DEBUG] [REMOTE    ] ASO: Fetching historical data.
[2025-12-03T21:00:59.858667] [INFO ] [main      ] Progress: 61/965 forecasts completed (6.3%). BHRB finished in 0.7s. ETA: 2m 33s. Rate: 354.83 forecasts/min
[2025-12-03T21:00:59.867504] [DEBUG] [REMOTE    ] ASO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:00:59.868466] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 11 features, N/A% accuracy
[2025-12-03T21:00:59.868520] [INFO ] [LOCAL     ] ASO: Loaded 11 optimal features with 51.85% confidence from JSON config
[2025-12-03T21:00:59.868551] [DEBUG] [MAG       ] Building data for symbol: ASO with lookback: 0
[2025-12-03T21:00:59.869380] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:00:59.869446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:00:59.874496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:00:59.875296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:00:59.897873] [DEBUG] [MAG       ] CHH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:59.972606] [DEBUG] [MAG       ] CFG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:00:59.976618] [DEBUG] [MAG       ] EDF: Last date is validated at 2025-12-03
[2025-12-03T21:00:59.981630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:00.000654] [INFO ] [LOCAL     ] CHH: Saved forecast.
[2025-12-03T21:01:00.000722] [INFO ] [main      ] CHH: Signal=1 (Conf=100.0%), Magnitude=-2.05% (Conf=57.9358%)
[2025-12-03T21:01:00.001056] [INFO ] [main      ] Fetching symbol history for IMNN...
[2025-12-03T21:01:00.001104] [DEBUG] [REMOTE    ] IMNN: Fetching historical data.
[2025-12-03T21:01:00.001106] [INFO ] [main      ] Progress: 62/965 forecasts completed (6.4%). CHH finished in 0.6s. ETA: 2m 32s. Rate: 355.73 forecasts/min
[2025-12-03T21:01:00.012261] [DEBUG] [REMOTE    ] IMNN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:00.013151] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 5 features, N/A% accuracy
[2025-12-03T21:01:00.013201] [INFO ] [LOCAL     ] IMNN: Loaded 5 optimal features with 51.58% confidence from JSON config
[2025-12-03T21:01:00.013231] [DEBUG] [MAG       ] Building data for symbol: IMNN with lookback: 0
[2025-12-03T21:01:00.013999] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:00.014057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:00.018811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:00.019827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:00.020519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:00.020986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:00.021720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:00.023420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:00.037600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:00.039652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:00.040166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:00.041201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:00.042804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:00.043791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:00.044449] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:00.064464] [INFO ] [LOCAL     ] CFG: Saved forecast.
[2025-12-03T21:01:00.064535] [INFO ] [main      ] CFG: Signal=1 (Conf=100.0%), Magnitude=0.42% (Conf=60.823%)
[2025-12-03T21:01:00.064915] [INFO ] [main      ] Progress: 63/965 forecasts completed (6.5%). CFG finished in 0.7s. ETA: 2m 31s. Rate: 359.28 forecasts/min
[2025-12-03T21:01:00.065043] [INFO ] [main      ] Fetching symbol history for CCL...
[2025-12-03T21:01:00.065084] [DEBUG] [REMOTE    ] CCL: Fetching historical data.
[2025-12-03T21:01:00.077943] [DEBUG] [REMOTE    ] CCL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:00.078975] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 4 features, N/A% accuracy
[2025-12-03T21:01:00.079031] [INFO ] [LOCAL     ] CCL: Loaded 4 optimal features with 46.09% confidence from JSON config
[2025-12-03T21:01:00.079073] [DEBUG] [MAG       ] Building data for symbol: CCL with lookback: 0
[2025-12-03T21:01:00.079891] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:00.079949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:00.081614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:00.082101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:00.082483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:00.083957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:00.142503] [DEBUG] [MAG       ] EDF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:00.261852] [INFO ] [LOCAL     ] EDF: Saved forecast.
[2025-12-03T21:01:00.261917] [INFO ] [main      ] EDF: Signal=1 (Conf=100.0%), Magnitude=0.00% (Conf=20.0937%)
[2025-12-03T21:01:00.262237] [INFO ] [main      ] Fetching symbol history for SCSC...
[2025-12-03T21:01:00.262286] [DEBUG] [REMOTE    ] SCSC: Fetching historical data.
[2025-12-03T21:01:00.263648] [INFO ] [main      ] Progress: 64/965 forecasts completed (6.6%). EDF finished in 0.6s. ETA: 2m 31s. Rate: 358.21 forecasts/min
[2025-12-03T21:01:00.273473] [DEBUG] [REMOTE    ] SCSC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:00.274474] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, N/A% accuracy
[2025-12-03T21:01:00.274523] [INFO ] [LOCAL     ] SCSC: Loaded 2 optimal features with 53.38% confidence from JSON config
[2025-12-03T21:01:00.274554] [DEBUG] [MAG       ] Building data for symbol: SCSC with lookback: 0
[2025-12-03T21:01:00.275309] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:00.275365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:00.280171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:00.280967] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:00.366081] [DEBUG] [MAG       ] IMNN: Last date is validated at 2025-12-03
[2025-12-03T21:01:00.381853] [DEBUG] [MAG       ] ASO: Last date is validated at 2025-12-03
[2025-12-03T21:01:00.417034] [DEBUG] [MAG       ] CCL: Last date is validated at 2025-12-03
[2025-12-03T21:01:00.550095] [DEBUG] [MAG       ] ASO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:00.560197] [DEBUG] [MAG       ] IMNN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:00.581156] [DEBUG] [MAG       ] CCL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:00.616750] [DEBUG] [MAG       ] SCSC: Last date is validated at 2025-12-03
[2025-12-03T21:01:00.652764] [INFO ] [LOCAL     ] ASO: Saved forecast.
[2025-12-03T21:01:00.652831] [INFO ] [main      ] ASO: Signal=1 (Conf=100.0%), Magnitude=9.43% (Conf=51.8501%)
[2025-12-03T21:01:00.653170] [INFO ] [main      ] Fetching symbol history for LEN...
[2025-12-03T21:01:00.653219] [DEBUG] [REMOTE    ] LEN: Fetching historical data.
[2025-12-03T21:01:00.653661] [INFO ] [main      ] Progress: 65/965 forecasts completed (6.7%). ASO finished in 0.8s. ETA: 2m 34s. Rate: 351.04 forecasts/min
[2025-12-03T21:01:00.655304] [INFO ] [LOCAL     ] CCL: Saved forecast.
[2025-12-03T21:01:00.655358] [INFO ] [main      ] CCL: Signal=1 (Conf=100.0%), Magnitude=2.20% (Conf=46.0898%)
[2025-12-03T21:01:00.655529] [INFO ] [main      ] Fetching symbol history for BPYPO...
[2025-12-03T21:01:00.655596] [DEBUG] [REMOTE    ] BPYPO: Fetching historical data.
[2025-12-03T21:01:00.656223] [INFO ] [main      ] Progress: 66/965 forecasts completed (6.8%). CCL finished in 0.6s. ETA: 2m 31s. Rate: 356.36 forecasts/min
[2025-12-03T21:01:00.664879] [DEBUG] [REMOTE    ] LEN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:00.665999] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 7 features, N/A% accuracy
[2025-12-03T21:01:00.666052] [INFO ] [LOCAL     ] LEN: Loaded 7 optimal features with 62.59% confidence from JSON config
[2025-12-03T21:01:00.666094] [DEBUG] [MAG       ] Building data for symbol: LEN with lookback: 0
[2025-12-03T21:01:00.666873] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:00.666934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:00.668139] [DEBUG] [REMOTE    ] BPYPO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:00.668952] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 10 features, N/A% accuracy
[2025-12-03T21:01:00.668624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:00.669013] [INFO ] [LOCAL     ] BPYPO: Loaded 10 optimal features with 46.20% confidence from JSON config
[2025-12-03T21:01:00.669051] [DEBUG] [MAG       ] Building data for symbol: BPYPO with lookback: 0
[2025-12-03T21:01:00.669496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:00.669833] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:00.669896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:00.669907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:00.671509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:00.671535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:00.672055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:00.672428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:00.672699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:00.673172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:00.675463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:00.676130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:00.677877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:00.686329] [INFO ] [LOCAL     ] IMNN: Saved forecast.
[2025-12-03T21:01:00.686416] [INFO ] [main      ] IMNN: Signal=1 (Conf=100.0%), Magnitude=14.64% (Conf=51.5751%)
[2025-12-03T21:01:00.686597] [INFO ] [main      ] Fetching symbol history for INTZ...
[2025-12-03T21:01:00.686640] [DEBUG] [REMOTE    ] INTZ: Fetching historical data.
[2025-12-03T21:01:00.688659] [INFO ] [main      ] Progress: 67/965 forecasts completed (6.9%). IMNN finished in 0.7s. ETA: 2m 29s. Rate: 360.70 forecasts/min
[2025-12-03T21:01:00.695743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:00.696808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:00.698272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:00.698542] [DEBUG] [REMOTE    ] INTZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:00.699684] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 7 features, N/A% accuracy
[2025-12-03T21:01:00.702835] [INFO ] [LOCAL     ] INTZ: Loaded 7 optimal features with 39.49% confidence from JSON config
[2025-12-03T21:01:00.702885] [DEBUG] [MAG       ] Building data for symbol: INTZ with lookback: 0
[2025-12-03T21:01:00.703729] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:00.703793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:00.708670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:00.710474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:00.710948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:00.747141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:00.751160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:00.751645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:00.755508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:00.756676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:00.774494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:00.783799] [DEBUG] [MAG       ] SCSC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:00.868730] [INFO ] [LOCAL     ] SCSC: Saved forecast.
[2025-12-03T21:01:00.868797] [INFO ] [main      ] SCSC: Signal=1 (Conf=100.0%), Magnitude=6.03% (Conf=53.3767%)
[2025-12-03T21:01:00.869173] [INFO ] [main      ] Fetching symbol history for NMAI...
[2025-12-03T21:01:00.869224] [DEBUG] [REMOTE    ] NMAI: Fetching historical data.
[2025-12-03T21:01:00.869652] [INFO ] [main      ] Progress: 68/965 forecasts completed (7.0%). SCSC finished in 0.6s. ETA: 2m 29s. Rate: 360.24 forecasts/min
[2025-12-03T21:01:00.880423] [DEBUG] [REMOTE    ] NMAI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:00.881362] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 8 features, N/A% accuracy
[2025-12-03T21:01:00.881412] [INFO ] [LOCAL     ] NMAI: Loaded 8 optimal features with 45.97% confidence from JSON config
[2025-12-03T21:01:00.881442] [DEBUG] [MAG       ] Building data for symbol: NMAI with lookback: 0
[2025-12-03T21:01:00.882208] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:00.882268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:00.886989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:00.888763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:00.889257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:00.889692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:00.892100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:00.930651] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:00.931711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:00.933280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:01.195043] [DEBUG] [MAG       ] LEN: Last date is validated at 2025-12-03
[2025-12-03T21:01:01.251800] [DEBUG] [MAG       ] BPYPO: Last date is validated at 2025-12-03
[2025-12-03T21:01:01.325062] [DEBUG] [MAG       ] INTZ: Last date is validated at 2025-12-03
[2025-12-03T21:01:01.420116] [DEBUG] [MAG       ] LEN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:01.454057] [DEBUG] [MAG       ] NMAI: Last date is validated at 2025-12-03
[2025-12-03T21:01:01.482532] [DEBUG] [MAG       ] BPYPO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:01.530583] [INFO ] [LOCAL     ] LEN: Saved forecast.
[2025-12-03T21:01:01.530653] [INFO ] [main      ] LEN: Signal=1 (Conf=100.0%), Magnitude=0.29% (Conf=62.5913%)
[2025-12-03T21:01:01.530982] [INFO ] [main      ] Fetching symbol history for MBX...
[2025-12-03T21:01:01.531032] [DEBUG] [REMOTE    ] MBX: Fetching historical data.
[2025-12-03T21:01:01.531947] [INFO ] [main      ] Progress: 69/965 forecasts completed (7.2%). LEN finished in 0.9s. ETA: 2m 36s. Rate: 345.34 forecasts/min
[2025-12-03T21:01:01.543256] [DEBUG] [REMOTE    ] MBX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:01.546625] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, N/A% accuracy
[2025-12-03T21:01:01.546691] [INFO ] [LOCAL     ] MBX: Loaded 2 optimal features with 50.48% confidence from JSON config
[2025-12-03T21:01:01.546724] [DEBUG] [MAG       ] Building data for symbol: MBX with lookback: 0
[2025-12-03T21:01:01.547702] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:01.547775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:01.554169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:01.582135] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:01.612052] [INFO ] [LOCAL     ] BPYPO: Saved forecast.
[2025-12-03T21:01:01.612117] [INFO ] [main      ] BPYPO: Signal=1 (Conf=90.0%), Magnitude=0.44% (Conf=46.2004%)
[2025-12-03T21:01:01.612273] [INFO ] [main      ] Fetching symbol history for NWSA...
[2025-12-03T21:01:01.612316] [DEBUG] [REMOTE    ] NWSA: Fetching historical data.
[2025-12-03T21:01:01.621377] [DEBUG] [MAG       ] NMAI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:01.625706] [INFO ] [main      ] Progress: 70/965 forecasts completed (7.3%). BPYPO finished in 1.0s. ETA: 2m 34s. Rate: 347.63 forecasts/min
[2025-12-03T21:01:01.634272] [DEBUG] [REMOTE    ] NWSA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:01.635134] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 10 features, N/A% accuracy
[2025-12-03T21:01:01.635187] [INFO ] [LOCAL     ] NWSA: Loaded 10 optimal features with 43.09% confidence from JSON config
[2025-12-03T21:01:01.635216] [DEBUG] [MAG       ] Building data for symbol: NWSA with lookback: 0
[2025-12-03T21:01:01.635356] [DEBUG] [MAG       ] INTZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:01.636014] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:01.636080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:01.646170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:01.647509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:01.652534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:01.665875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:01.667560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:01.673377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:01.675115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:01.678612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:01.679897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:01.685070] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:01.712618] [INFO ] [LOCAL     ] INTZ: Saved forecast.
[2025-12-03T21:01:01.712694] [INFO ] [main      ] INTZ: Signal=1 (Conf=90.0%), Magnitude=-0.58% (Conf=39.4929%)
[2025-12-03T21:01:01.712856] [INFO ] [main      ] Fetching symbol history for KKRS...
[2025-12-03T21:01:01.712901] [DEBUG] [REMOTE    ] KKRS: Fetching historical data.
[2025-12-03T21:01:01.713831] [INFO ] [main      ] Progress: 71/965 forecasts completed (7.4%). INTZ finished in 1.0s. ETA: 2m 33s. Rate: 350.04 forecasts/min
[2025-12-03T21:01:01.718952] [INFO ] [LOCAL     ] NMAI: Saved forecast.
[2025-12-03T21:01:01.719020] [INFO ] [main      ] NMAI: Signal=1 (Conf=90.0%), Magnitude=-0.05% (Conf=45.9679%)
[2025-12-03T21:01:01.719172] [INFO ] [main      ] Fetching symbol history for CMRE...
[2025-12-03T21:01:01.719216] [DEBUG] [REMOTE    ] CMRE: Fetching historical data.
[2025-12-03T21:01:01.719335] [INFO ] [main      ] Progress: 72/965 forecasts completed (7.5%). NMAI finished in 0.8s. ETA: 2m 31s. Rate: 354.81 forecasts/min
[2025-12-03T21:01:01.724563] [DEBUG] [REMOTE    ] KKRS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:01.727143] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 5 features, N/A% accuracy
[2025-12-03T21:01:01.727206] [INFO ] [LOCAL     ] KKRS: Loaded 5 optimal features with 61.50% confidence from JSON config
[2025-12-03T21:01:01.727239] [DEBUG] [MAG       ] Building data for symbol: KKRS with lookback: 0
[2025-12-03T21:01:01.728128] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:01.728191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:01.732152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:01.732737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:01.733166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:01.742759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:01.743664] [DEBUG] [REMOTE    ] CMRE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:01.744320] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 7 features, N/A% accuracy
[2025-12-03T21:01:01.744375] [INFO ] [LOCAL     ] CMRE: Loaded 7 optimal features with 49.75% confidence from JSON config
[2025-12-03T21:01:01.744409] [DEBUG] [MAG       ] Building data for symbol: CMRE with lookback: 0
[2025-12-03T21:01:01.745180] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:01.745241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:01.746944] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:01.755146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:01.760632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:01.900305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:01.902374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:01.954946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:01.958233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:01.959436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:01.972147] [DEBUG] [MAG       ] MBX: Last date is validated at 2025-12-03
[2025-12-03T21:01:02.113073] [DEBUG] [MAG       ] NWSA: Last date is validated at 2025-12-03
[2025-12-03T21:01:02.126060] [DEBUG] [MAG       ] KKRS: Last date is validated at 2025-12-03
[2025-12-03T21:01:02.227548] [DEBUG] [MAG       ] MBX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:02.279979] [DEBUG] [MAG       ] NWSA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:02.293242] [DEBUG] [MAG       ] CMRE: Last date is validated at 2025-12-03
[2025-12-03T21:01:02.296802] [DEBUG] [MAG       ] KKRS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:02.319141] [INFO ] [LOCAL     ] MBX: Saved forecast.
[2025-12-03T21:01:02.319209] [INFO ] [main      ] MBX: Signal=1 (Conf=90.0%), Magnitude=1.41% (Conf=50.4812%)
[2025-12-03T21:01:02.319538] [INFO ] [main      ] Fetching symbol history for BYRN...
[2025-12-03T21:01:02.319604] [DEBUG] [REMOTE    ] BYRN: Fetching historical data.
[2025-12-03T21:01:02.319705] [INFO ] [main      ] Progress: 73/965 forecasts completed (7.6%). MBX finished in 0.8s. ETA: 2m 36s. Rate: 342.83 forecasts/min
[2025-12-03T21:01:02.330953] [DEBUG] [REMOTE    ] BYRN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:02.332119] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 5 features, N/A% accuracy
[2025-12-03T21:01:02.332172] [INFO ] [LOCAL     ] BYRN: Loaded 5 optimal features with 52.32% confidence from JSON config
[2025-12-03T21:01:02.332203] [DEBUG] [MAG       ] Building data for symbol: BYRN with lookback: 0
[2025-12-03T21:01:02.332999] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:02.333059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:02.337771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:02.341617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:02.342170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:02.344459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:02.355541] [INFO ] [LOCAL     ] KKRS: Saved forecast.
[2025-12-03T21:01:02.355629] [INFO ] [main      ] KKRS: Signal=1 (Conf=90.0%), Magnitude=1.46% (Conf=61.5009%)
[2025-12-03T21:01:02.355787] [INFO ] [main      ] Fetching symbol history for PVH...
[2025-12-03T21:01:02.355844] [DEBUG] [REMOTE    ] PVH: Fetching historical data.
[2025-12-03T21:01:02.357622] [INFO ] [main      ] Progress: 74/965 forecasts completed (7.7%). KKRS finished in 0.6s. ETA: 2m 34s. Rate: 346.50 forecasts/min
[2025-12-03T21:01:02.365479] [INFO ] [LOCAL     ] NWSA: Saved forecast.
[2025-12-03T21:01:02.365557] [INFO ] [main      ] NWSA: Signal=1 (Conf=90.0%), Magnitude=0.37% (Conf=43.0879%)
[2025-12-03T21:01:02.365755] [INFO ] [main      ] Fetching symbol history for KURA...
[2025-12-03T21:01:02.365800] [DEBUG] [REMOTE    ] KURA: Fetching historical data.
[2025-12-03T21:01:02.367273] [DEBUG] [REMOTE    ] PVH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:02.367627] [INFO ] [main      ] Progress: 75/965 forecasts completed (7.8%). NWSA finished in 0.8s. ETA: 2m 32s. Rate: 350.91 forecasts/min
[2025-12-03T21:01:02.368389] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 2 features, N/A% accuracy
[2025-12-03T21:01:02.368441] [INFO ] [LOCAL     ] PVH: Loaded 2 optimal features with 47.33% confidence from JSON config
[2025-12-03T21:01:02.368471] [DEBUG] [MAG       ] Building data for symbol: PVH with lookback: 0
[2025-12-03T21:01:02.369276] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:02.369334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:02.374339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:02.376097] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:02.377338] [DEBUG] [REMOTE    ] KURA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:02.380708] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, N/A% accuracy
[2025-12-03T21:01:02.380809] [INFO ] [LOCAL     ] KURA: Loaded 2 optimal features with 54.42% confidence from JSON config
[2025-12-03T21:01:02.380843] [DEBUG] [MAG       ] Building data for symbol: KURA with lookback: 0
[2025-12-03T21:01:02.381900] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:02.381957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:02.384343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:02.386090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:02.394186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:02.462108] [DEBUG] [MAG       ] CMRE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:02.530271] [INFO ] [LOCAL     ] CMRE: Saved forecast.
[2025-12-03T21:01:02.530336] [INFO ] [main      ] CMRE: Signal=1 (Conf=90.0%), Magnitude=0.40% (Conf=49.7533%)
[2025-12-03T21:01:02.530698] [INFO ] [main      ] Progress: 76/965 forecasts completed (7.9%). CMRE finished in 0.8s. ETA: 2m 32s. Rate: 351.12 forecasts/min
[2025-12-03T21:01:02.530821] [INFO ] [main      ] Fetching symbol history for ADP...
[2025-12-03T21:01:02.530863] [DEBUG] [REMOTE    ] ADP: Fetching historical data.
[2025-12-03T21:01:02.542523] [DEBUG] [REMOTE    ] ADP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:02.543466] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 9 features, N/A% accuracy
[2025-12-03T21:01:02.543523] [INFO ] [LOCAL     ] ADP: Loaded 9 optimal features with 56.73% confidence from JSON config
[2025-12-03T21:01:02.543557] [DEBUG] [MAG       ] Building data for symbol: ADP with lookback: 0
[2025-12-03T21:01:02.544422] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:02.544486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:02.549443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:02.551314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:02.551807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:02.552549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:02.554895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:02.556527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:02.559286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:02.560387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:02.562010] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:02.715770] [DEBUG] [MAG       ] PVH: Last date is validated at 2025-12-03
[2025-12-03T21:01:02.719391] [DEBUG] [MAG       ] KURA: Last date is validated at 2025-12-03
[2025-12-03T21:01:02.726643] [DEBUG] [MAG       ] BYRN: Last date is validated at 2025-12-03
[2025-12-03T21:01:02.888283] [DEBUG] [MAG       ] KURA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:02.892743] [DEBUG] [MAG       ] BYRN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:02.893726] [DEBUG] [MAG       ] PVH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:02.899185] [DEBUG] [MAG       ] ADP: Last date is validated at 2025-12-03
[2025-12-03T21:01:02.957024] [INFO ] [LOCAL     ] KURA: Saved forecast.
[2025-12-03T21:01:02.957092] [INFO ] [main      ] KURA: Signal=1 (Conf=90.0%), Magnitude=4.45% (Conf=54.425%)
[2025-12-03T21:01:02.957445] [INFO ] [main      ] Fetching symbol history for FOLD...
[2025-12-03T21:01:02.957494] [DEBUG] [REMOTE    ] FOLD: Fetching historical data.
[2025-12-03T21:01:02.957659] [INFO ] [main      ] Progress: 77/965 forecasts completed (8.0%). KURA finished in 0.6s. ETA: 2m 35s. Rate: 344.42 forecasts/min
[2025-12-03T21:01:02.969259] [DEBUG] [REMOTE    ] FOLD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:02.970375] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 4 features, N/A% accuracy
[2025-12-03T21:01:02.970429] [INFO ] [LOCAL     ] FOLD: Loaded 4 optimal features with 58.75% confidence from JSON config
[2025-12-03T21:01:02.970460] [DEBUG] [MAG       ] Building data for symbol: FOLD with lookback: 0
[2025-12-03T21:01:02.971278] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:02.971337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:02.976065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:02.977860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:02.978352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:02.979231] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:02.991118] [INFO ] [LOCAL     ] BYRN: Saved forecast.
[2025-12-03T21:01:02.991190] [INFO ] [main      ] BYRN: Signal=1 (Conf=90.0%), Magnitude=-2.74% (Conf=52.3208%)
[2025-12-03T21:01:02.991359] [INFO ] [main      ] Fetching symbol history for KDP...
[2025-12-03T21:01:02.991410] [DEBUG] [REMOTE    ] KDP: Fetching historical data.
[2025-12-03T21:01:02.992619] [INFO ] [main      ] Progress: 78/965 forecasts completed (8.1%). BYRN finished in 0.7s. ETA: 2m 33s. Rate: 347.99 forecasts/min
[2025-12-03T21:01:03.003344] [DEBUG] [REMOTE    ] KDP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:03.004303] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 6 features, N/A% accuracy
[2025-12-03T21:01:03.004355] [INFO ] [LOCAL     ] KDP: Loaded 6 optimal features with 60.41% confidence from JSON config
[2025-12-03T21:01:03.004390] [DEBUG] [MAG       ] Building data for symbol: KDP with lookback: 0
[2025-12-03T21:01:03.005225] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:03.005288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:03.007011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:03.007540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:03.007982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:03.022180] [INFO ] [LOCAL     ] PVH: Saved forecast.
[2025-12-03T21:01:03.022257] [INFO ] [main      ] PVH: Signal=1 (Conf=90.0%), Magnitude=1.69% (Conf=47.3298%)
[2025-12-03T21:01:03.022418] [INFO ] [main      ] Fetching symbol history for OGI...
[2025-12-03T21:01:03.022462] [DEBUG] [REMOTE    ] OGI: Fetching historical data.
[2025-12-03T21:01:03.023676] [INFO ] [main      ] Progress: 79/965 forecasts completed (8.2%). PVH finished in 0.7s. ETA: 2m 31s. Rate: 351.63 forecasts/min
[2025-12-03T21:01:03.034730] [DEBUG] [REMOTE    ] OGI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:03.035844] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 11 features, N/A% accuracy
[2025-12-03T21:01:03.035901] [INFO ] [LOCAL     ] OGI: Loaded 11 optimal features with 41.87% confidence from JSON config
[2025-12-03T21:01:03.035933] [DEBUG] [MAG       ] Building data for symbol: OGI with lookback: 0
[2025-12-03T21:01:03.036760] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:01:03.036827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:03.038789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:03.039304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:03.039722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:03.040630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:03.058835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:03.059432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:03.060491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:03.062200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:03.063306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:03.064018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:03.065483] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:03.071985] [DEBUG] [MAG       ] ADP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:03.123886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:03.172907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:03.174882] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:03.201079] [INFO ] [LOCAL     ] ADP: Saved forecast.
[2025-12-03T21:01:03.201147] [INFO ] [main      ] ADP: Signal=1 (Conf=90.0%), Magnitude=0.21% (Conf=56.7338%)
[2025-12-03T21:01:03.201502] [INFO ] [main      ] Progress: 80/965 forecasts completed (8.3%). ADP finished in 0.7s. ETA: 2m 31s. Rate: 351.45 forecasts/min
[2025-12-03T21:01:03.201648] [INFO ] [main      ] Fetching symbol history for CARS...
[2025-12-03T21:01:03.201693] [DEBUG] [REMOTE    ] CARS: Fetching historical data.
[2025-12-03T21:01:03.213144] [DEBUG] [REMOTE    ] CARS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:03.214254] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, N/A% accuracy
[2025-12-03T21:01:03.214305] [INFO ] [LOCAL     ] CARS: Loaded 2 optimal features with 47.87% confidence from JSON config
[2025-12-03T21:01:03.214337] [DEBUG] [MAG       ] Building data for symbol: CARS with lookback: 0
[2025-12-03T21:01:03.215108] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:03.215165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:03.216844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:03.217323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:03.320864] [DEBUG] [MAG       ] FOLD: Last date is validated at 2025-12-03
[2025-12-03T21:01:03.398718] [DEBUG] [MAG       ] OGI: Last date is validated at 2025-12-03
[2025-12-03T21:01:03.487084] [DEBUG] [MAG       ] FOLD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:03.518150] [DEBUG] [MAG       ] KDP: Last date is validated at 2025-12-03
[2025-12-03T21:01:03.549561] [INFO ] [LOCAL     ] FOLD: Saved forecast.
[2025-12-03T21:01:03.549650] [INFO ] [main      ] FOLD: Signal=1 (Conf=90.0%), Magnitude=0.74% (Conf=58.7518%)
[2025-12-03T21:01:03.550100] [INFO ] [main      ] Fetching symbol history for PBM...
[2025-12-03T21:01:03.550150] [DEBUG] [REMOTE    ] PBM: Fetching historical data.
[2025-12-03T21:01:03.550676] [INFO ] [main      ] Progress: 81/965 forecasts completed (8.4%). FOLD finished in 0.6s. ETA: 2m 33s. Rate: 346.97 forecasts/min
[2025-12-03T21:01:03.556695] [DEBUG] [MAG       ] CARS: Last date is validated at 2025-12-03
[2025-12-03T21:01:03.561510] [DEBUG] [REMOTE    ] PBM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:03.562533] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 5 features, N/A% accuracy
[2025-12-03T21:01:03.562607] [INFO ] [LOCAL     ] PBM: Loaded 5 optimal features with 36.34% confidence from JSON config
[2025-12-03T21:01:03.562640] [DEBUG] [MAG       ] Building data for symbol: PBM with lookback: 0
[2025-12-03T21:01:03.563426] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:03.563390] [DEBUG] [MAG       ] OGI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:03.563488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:03.568885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:03.570719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:03.571177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:03.571553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:03.572396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:03.685119] [DEBUG] [MAG       ] KDP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:03.698651] [INFO ] [LOCAL     ] OGI: Saved forecast.
[2025-12-03T21:01:03.698716] [INFO ] [main      ] OGI: Signal=1 (Conf=90.0%), Magnitude=3.05% (Conf=41.8721%)
[2025-12-03T21:01:03.698868] [INFO ] [main      ] Fetching symbol history for GPIX...
[2025-12-03T21:01:03.698911] [DEBUG] [REMOTE    ] GPIX: Fetching historical data.
[2025-12-03T21:01:03.700671] [INFO ] [main      ] Progress: 82/965 forecasts completed (8.5%). OGI finished in 0.7s. ETA: 2m 32s. Rate: 347.53 forecasts/min
[2025-12-03T21:01:03.711468] [DEBUG] [REMOTE    ] GPIX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:03.712367] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 7 features, N/A% accuracy
[2025-12-03T21:01:03.712422] [INFO ] [LOCAL     ] GPIX: Loaded 7 optimal features with 73.62% confidence from JSON config
[2025-12-03T21:01:03.712454] [DEBUG] [MAG       ] Building data for symbol: GPIX with lookback: 0
[2025-12-03T21:01:03.713235] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:03.713298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:03.717986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:03.720159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:03.720668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:03.721098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:03.721994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:03.724418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:03.725098] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:03.733728] [DEBUG] [MAG       ] CARS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:03.761749] [INFO ] [LOCAL     ] KDP: Saved forecast.
[2025-12-03T21:01:03.761815] [INFO ] [main      ] KDP: Signal=1 (Conf=90.0%), Magnitude=-1.15% (Conf=60.414%)
[2025-12-03T21:01:03.762166] [INFO ] [main      ] Fetching symbol history for MA...
[2025-12-03T21:01:03.762214] [DEBUG] [REMOTE    ] MA: Fetching historical data.
[2025-12-03T21:01:03.762200] [INFO ] [main      ] Progress: 83/965 forecasts completed (8.6%). KDP finished in 0.8s. ETA: 2m 31s. Rate: 350.25 forecasts/min
[2025-12-03T21:01:03.774241] [DEBUG] [REMOTE    ] MA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:03.775148] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, N/A% accuracy
[2025-12-03T21:01:03.775198] [INFO ] [LOCAL     ] MA: Loaded 2 optimal features with 57.44% confidence from JSON config
[2025-12-03T21:01:03.775229] [DEBUG] [MAG       ] Building data for symbol: MA with lookback: 0
[2025-12-03T21:01:03.776001] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:03.776079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:03.780771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:03.783491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:03.807656] [INFO ] [LOCAL     ] CARS: Saved forecast.
[2025-12-03T21:01:03.807721] [INFO ] [main      ] CARS: Signal=1 (Conf=90.0%), Magnitude=7.90% (Conf=47.8687%)
[2025-12-03T21:01:03.808120] [INFO ] [main      ] Progress: 84/965 forecasts completed (8.7%). CARS finished in 0.6s. ETA: 2m 30s. Rate: 353.33 forecasts/min
[2025-12-03T21:01:03.808247] [INFO ] [main      ] Fetching symbol history for PHK...
[2025-12-03T21:01:03.808290] [DEBUG] [REMOTE    ] PHK: Fetching historical data.
[2025-12-03T21:01:03.819850] [DEBUG] [REMOTE    ] PHK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:03.820864] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 3 features, N/A% accuracy
[2025-12-03T21:01:03.820917] [INFO ] [LOCAL     ] PHK: Loaded 3 optimal features with 26.52% confidence from JSON config
[2025-12-03T21:01:03.820946] [DEBUG] [MAG       ] Building data for symbol: PHK with lookback: 0
[2025-12-03T21:01:03.821767] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:03.821827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:03.826679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:03.827554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:03.830011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:03.908195] [DEBUG] [MAG       ] PBM: Last date is validated at 2025-12-03
[2025-12-03T21:01:04.063083] [DEBUG] [MAG       ] GPIX: Last date is validated at 2025-12-03
[2025-12-03T21:01:04.072890] [DEBUG] [MAG       ] PBM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:04.135381] [DEBUG] [MAG       ] MA: Last date is validated at 2025-12-03
[2025-12-03T21:01:04.169977] [DEBUG] [MAG       ] PHK: Last date is validated at 2025-12-03
[2025-12-03T21:01:04.177011] [INFO ] [LOCAL     ] PBM: Saved forecast.
[2025-12-03T21:01:04.177075] [INFO ] [main      ] PBM: Signal=1 (Conf=90.0%), Magnitude=-15.23% (Conf=36.3447%)
[2025-12-03T21:01:04.177496] [INFO ] [main      ] Fetching symbol history for LQDA...
[2025-12-03T21:01:04.177545] [DEBUG] [REMOTE    ] LQDA: Fetching historical data.
[2025-12-03T21:01:04.177660] [INFO ] [main      ] Progress: 85/965 forecasts completed (8.8%). PBM finished in 0.6s. ETA: 2m 32s. Rate: 348.51 forecasts/min
[2025-12-03T21:01:04.188933] [DEBUG] [REMOTE    ] LQDA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:04.190032] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 4 features, N/A% accuracy
[2025-12-03T21:01:04.190094] [INFO ] [LOCAL     ] LQDA: Loaded 4 optimal features with 56.29% confidence from JSON config
[2025-12-03T21:01:04.190131] [DEBUG] [MAG       ] Building data for symbol: LQDA with lookback: 0
[2025-12-03T21:01:04.190921] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:04.190989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:04.193300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:04.194136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:04.195928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:04.198251] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:04.236033] [DEBUG] [MAG       ] GPIX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:04.305169] [DEBUG] [MAG       ] MA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:04.316786] [INFO ] [LOCAL     ] GPIX: Saved forecast.
[2025-12-03T21:01:04.316860] [INFO ] [main      ] GPIX: Signal=1 (Conf=90.0%), Magnitude=-0.03% (Conf=73.6211%)
[2025-12-03T21:01:04.317022] [INFO ] [main      ] Fetching symbol history for TGLS...
[2025-12-03T21:01:04.317064] [DEBUG] [REMOTE    ] TGLS: Fetching historical data.
[2025-12-03T21:01:04.318631] [INFO ] [main      ] Progress: 86/965 forecasts completed (8.9%). GPIX finished in 0.6s. ETA: 2m 31s. Rate: 349.24 forecasts/min
[2025-12-03T21:01:04.329463] [DEBUG] [REMOTE    ] TGLS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:04.330657] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 8 features, N/A% accuracy
[2025-12-03T21:01:04.330716] [INFO ] [LOCAL     ] TGLS: Loaded 8 optimal features with 53.00% confidence from JSON config
[2025-12-03T21:01:04.330747] [DEBUG] [MAG       ] Building data for symbol: TGLS with lookback: 0
[2025-12-03T21:01:04.331603] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:04.331667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:04.333431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:04.333961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:04.334392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:04.334795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:04.335557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:04.336194] [DEBUG] [MAG       ] PHK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:04.390652] [INFO ] [LOCAL     ] PHK: Saved forecast.
[2025-12-03T21:01:04.390717] [INFO ] [main      ] PHK: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=26.5154%)
[2025-12-03T21:01:04.391063] [INFO ] [main      ] Progress: 87/965 forecasts completed (9.0%). PHK finished in 0.6s. ETA: 2m 30s. Rate: 351.58 forecasts/min
[2025-12-03T21:01:04.391190] [INFO ] [main      ] Fetching symbol history for LMBS...
[2025-12-03T21:01:04.391232] [DEBUG] [REMOTE    ] LMBS: Fetching historical data.
[2025-12-03T21:01:04.405292] [DEBUG] [REMOTE    ] LMBS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:04.406421] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 4 features, N/A% accuracy
[2025-12-03T21:01:04.406471] [INFO ] [LOCAL     ] LMBS: Loaded 4 optimal features with 46.91% confidence from JSON config
[2025-12-03T21:01:04.406502] [DEBUG] [MAG       ] Building data for symbol: LMBS with lookback: 0
[2025-12-03T21:01:04.407276] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:04.407334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:04.412036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:04.413782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:04.414235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:04.414627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:04.451252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:04.454647] [INFO ] [LOCAL     ] MA: Saved forecast.
[2025-12-03T21:01:04.454721] [INFO ] [main      ] MA: Signal=1 (Conf=90.0%), Magnitude=-1.38% (Conf=57.4444%)
[2025-12-03T21:01:04.455096] [INFO ] [main      ] Fetching symbol history for NXE...
[2025-12-03T21:01:04.455149] [DEBUG] [REMOTE    ] NXE: Fetching historical data.
[2025-12-03T21:01:04.455645] [INFO ] [main      ] Progress: 88/965 forecasts completed (9.1%). MA finished in 0.7s. ETA: 2m 29s. Rate: 354.08 forecasts/min
[2025-12-03T21:01:04.466661] [DEBUG] [REMOTE    ] NXE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:04.467790] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 2 features, N/A% accuracy
[2025-12-03T21:01:04.467852] [INFO ] [LOCAL     ] NXE: Loaded 2 optimal features with 53.33% confidence from JSON config
[2025-12-03T21:01:04.468252] [DEBUG] [MAG       ] Building data for symbol: NXE with lookback: 0
[2025-12-03T21:01:04.469087] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:04.469146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:04.474130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:04.514377] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:04.528600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:04.531643] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:04.540320] [DEBUG] [MAG       ] LQDA: Last date is validated at 2025-12-03
[2025-12-03T21:01:04.706536] [DEBUG] [MAG       ] LQDA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:04.746005] [DEBUG] [MAG       ] LMBS: Last date is validated at 2025-12-03
[2025-12-03T21:01:04.788413] [INFO ] [LOCAL     ] LQDA: Saved forecast.
[2025-12-03T21:01:04.788481] [INFO ] [main      ] LQDA: Signal=1 (Conf=90.0%), Magnitude=-1.83% (Conf=56.2886%)
[2025-12-03T21:01:04.788914] [INFO ] [main      ] Fetching symbol history for CADL...
[2025-12-03T21:01:04.788965] [DEBUG] [REMOTE    ] CADL: Fetching historical data.
[2025-12-03T21:01:04.789646] [INFO ] [main      ] Progress: 89/965 forecasts completed (9.2%). LQDA finished in 0.6s. ETA: 2m 30s. Rate: 350.26 forecasts/min
[2025-12-03T21:01:04.799973] [DEBUG] [REMOTE    ] CADL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:04.801249] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 5 features, N/A% accuracy
[2025-12-03T21:01:04.801301] [INFO ] [LOCAL     ] CADL: Loaded 5 optimal features with 55.01% confidence from JSON config
[2025-12-03T21:01:04.801331] [DEBUG] [MAG       ] Building data for symbol: CADL with lookback: 0
[2025-12-03T21:01:04.802123] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:04.802183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:04.803868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:04.804356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:04.806681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:04.807613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:04.824536] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:04.852181] [DEBUG] [MAG       ] NXE: Last date is validated at 2025-12-03
[2025-12-03T21:01:04.873608] [DEBUG] [MAG       ] TGLS: Last date is validated at 2025-12-03
[2025-12-03T21:01:04.912651] [DEBUG] [MAG       ] LMBS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:04.966819] [INFO ] [LOCAL     ] LMBS: Saved forecast.
[2025-12-03T21:01:04.966884] [INFO ] [main      ] LMBS: Signal=1 (Conf=90.0%), Magnitude=-0.03% (Conf=46.9091%)
[2025-12-03T21:01:04.967232] [INFO ] [main      ] Progress: 90/965 forecasts completed (9.3%). LMBS finished in 0.6s. ETA: 2m 30s. Rate: 350.12 forecasts/min
[2025-12-03T21:01:04.967353] [INFO ] [main      ] Fetching symbol history for LGIH...
[2025-12-03T21:01:04.967394] [DEBUG] [REMOTE    ] LGIH: Fetching historical data.
[2025-12-03T21:01:04.978683] [DEBUG] [REMOTE    ] LGIH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:04.979694] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 5 features, N/A% accuracy
[2025-12-03T21:01:04.979746] [INFO ] [LOCAL     ] LGIH: Loaded 5 optimal features with 61.49% confidence from JSON config
[2025-12-03T21:01:04.979777] [DEBUG] [MAG       ] Building data for symbol: LGIH with lookback: 0
[2025-12-03T21:01:04.980532] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:04.980611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:04.982274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:04.982784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:04.983209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:04.983996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:04.986652] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:05.019957] [DEBUG] [MAG       ] NXE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:05.047333] [DEBUG] [MAG       ] TGLS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:05.083387] [INFO ] [LOCAL     ] NXE: Saved forecast.
[2025-12-03T21:01:05.083463] [INFO ] [main      ] NXE: Signal=1 (Conf=90.0%), Magnitude=2.02% (Conf=53.3323%)
[2025-12-03T21:01:05.083827] [INFO ] [main      ] Fetching symbol history for HSII...
[2025-12-03T21:01:05.083877] [DEBUG] [REMOTE    ] HSII: Fetching historical data.
[2025-12-03T21:01:05.085480] [INFO ] [main      ] Progress: 91/965 forecasts completed (9.4%). NXE finished in 0.6s. ETA: 2m 29s. Rate: 351.31 forecasts/min
[2025-12-03T21:01:05.095079] [DEBUG] [REMOTE    ] HSII: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:05.095962] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 8 features, N/A% accuracy
[2025-12-03T21:01:05.096013] [INFO ] [LOCAL     ] HSII: Loaded 8 optimal features with 27.70% confidence from JSON config
[2025-12-03T21:01:05.096042] [DEBUG] [MAG       ] Building data for symbol: HSII with lookback: 0
[2025-12-03T21:01:05.096828] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:05.096887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:05.101622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:05.103350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:05.103832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:05.104222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:05.104958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:05.105398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:05.106475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:05.108450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:05.150821] [INFO ] [LOCAL     ] TGLS: Saved forecast.
[2025-12-03T21:01:05.150890] [INFO ] [main      ] TGLS: Signal=1 (Conf=90.0%), Magnitude=2.04% (Conf=53.0028%)
[2025-12-03T21:01:05.151257] [INFO ] [main      ] Fetching symbol history for HWH...
[2025-12-03T21:01:05.151307] [DEBUG] [REMOTE    ] HWH: Fetching historical data.
[2025-12-03T21:01:05.152659] [INFO ] [main      ] Progress: 92/965 forecasts completed (9.5%). TGLS finished in 0.8s. ETA: 2m 28s. Rate: 353.65 forecasts/min
[2025-12-03T21:01:05.154032] [DEBUG] [MAG       ] CADL: Last date is validated at 2025-12-03
[2025-12-03T21:01:05.162335] [DEBUG] [REMOTE    ] HWH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:05.163238] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, N/A% accuracy
[2025-12-03T21:01:05.163295] [INFO ] [LOCAL     ] HWH: Loaded 3 optimal features with 36.71% confidence from JSON config
[2025-12-03T21:01:05.163336] [DEBUG] [MAG       ] Building data for symbol: HWH with lookback: 0
[2025-12-03T21:01:05.164150] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:05.164209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:05.169008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:05.170021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:05.174255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:05.320184] [DEBUG] [MAG       ] CADL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:05.324642] [DEBUG] [MAG       ] LGIH: Last date is validated at 2025-12-03
[2025-12-03T21:01:05.406702] [INFO ] [LOCAL     ] CADL: Saved forecast.
[2025-12-03T21:01:05.406770] [INFO ] [main      ] CADL: Signal=1 (Conf=90.0%), Magnitude=8.79% (Conf=55.0055%)
[2025-12-03T21:01:05.406932] [INFO ] [main      ] Fetching symbol history for KBWY...
[2025-12-03T21:01:05.408416] [DEBUG] [REMOTE    ] KBWY: Fetching historical data.
[2025-12-03T21:01:05.411656] [INFO ] [main      ] Progress: 93/965 forecasts completed (9.6%). CADL finished in 0.6s. ETA: 2m 29s. Rate: 351.65 forecasts/min
[2025-12-03T21:01:05.422153] [DEBUG] [REMOTE    ] KBWY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:05.423387] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, N/A% accuracy
[2025-12-03T21:01:05.423447] [INFO ] [LOCAL     ] KBWY: Loaded 1 optimal features with 53.29% confidence from JSON config
[2025-12-03T21:01:05.423478] [DEBUG] [MAG       ] Building data for symbol: KBWY with lookback: 0
[2025-12-03T21:01:05.424289] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:05.424345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:05.426368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:05.457891] [DEBUG] [MAG       ] HSII: Last date is validated at 2025-12-03
[2025-12-03T21:01:05.492682] [DEBUG] [MAG       ] LGIH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:05.534911] [DEBUG] [MAG       ] HWH: Last date is validated at 2025-12-03
[2025-12-03T21:01:05.595461] [INFO ] [LOCAL     ] LGIH: Saved forecast.
[2025-12-03T21:01:05.595526] [INFO ] [main      ] LGIH: Signal=1 (Conf=90.0%), Magnitude=8.46% (Conf=61.4885%)
[2025-12-03T21:01:05.595874] [INFO ] [main      ] Fetching symbol history for ARES...
[2025-12-03T21:01:05.595923] [DEBUG] [REMOTE    ] ARES: Fetching historical data.
[2025-12-03T21:01:05.596657] [INFO ] [main      ] Progress: 94/965 forecasts completed (9.7%). LGIH finished in 0.6s. ETA: 2m 29s. Rate: 351.34 forecasts/min
[2025-12-03T21:01:05.607201] [DEBUG] [REMOTE    ] ARES: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:05.608454] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 4 features, N/A% accuracy
[2025-12-03T21:01:05.608512] [INFO ] [LOCAL     ] ARES: Loaded 4 optimal features with 55.42% confidence from JSON config
[2025-12-03T21:01:05.608542] [DEBUG] [MAG       ] Building data for symbol: ARES with lookback: 0
[2025-12-03T21:01:05.609338] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:05.609396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:05.611085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:05.611564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:05.612317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:05.626227] [DEBUG] [MAG       ] HSII: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:05.720013] [INFO ] [LOCAL     ] HSII: Saved forecast.
[2025-12-03T21:01:05.720078] [INFO ] [main      ] HSII: Signal=1 (Conf=90.0%), Magnitude=0.30% (Conf=27.7045%)
[2025-12-03T21:01:05.720434] [INFO ] [main      ] Progress: 95/965 forecasts completed (9.8%). HSII finished in 0.6s. ETA: 2m 28s. Rate: 352.36 forecasts/min
[2025-12-03T21:01:05.720561] [INFO ] [main      ] Fetching symbol history for KIDS...
[2025-12-03T21:01:05.720621] [DEBUG] [REMOTE    ] KIDS: Fetching historical data.
[2025-12-03T21:01:05.723473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:05.725739] [DEBUG] [MAG       ] HWH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:05.732612] [DEBUG] [REMOTE    ] KIDS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:05.733858] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 9 features, N/A% accuracy
[2025-12-03T21:01:05.733912] [INFO ] [LOCAL     ] KIDS: Loaded 9 optimal features with 63.26% confidence from JSON config
[2025-12-03T21:01:05.733942] [DEBUG] [MAG       ] Building data for symbol: KIDS with lookback: 0
[2025-12-03T21:01:05.734749] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:05.734810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:05.735515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:05.737252] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:05.737986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:05.739775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:05.740880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:05.741992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:05.742462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:05.744423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:05.747256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:05.766044] [DEBUG] [MAG       ] KBWY: Last date is validated at 2025-12-03
[2025-12-03T21:01:05.801624] [INFO ] [LOCAL     ] HWH: Saved forecast.
[2025-12-03T21:01:05.801691] [INFO ] [main      ] HWH: Signal=1 (Conf=90.0%), Magnitude=-26.03% (Conf=36.7107%)
[2025-12-03T21:01:05.801847] [INFO ] [main      ] Fetching symbol history for APLD...
[2025-12-03T21:01:05.801889] [DEBUG] [REMOTE    ] APLD: Fetching historical data.
[2025-12-03T21:01:05.802877] [INFO ] [main      ] Progress: 96/965 forecasts completed (9.9%). HWH finished in 0.7s. ETA: 2m 27s. Rate: 354.26 forecasts/min
[2025-12-03T21:01:05.813593] [DEBUG] [REMOTE    ] APLD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:05.814659] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 5 features, N/A% accuracy
[2025-12-03T21:01:05.814716] [INFO ] [LOCAL     ] APLD: Loaded 5 optimal features with 47.19% confidence from JSON config
[2025-12-03T21:01:05.814748] [DEBUG] [MAG       ] Building data for symbol: APLD with lookback: 0
[2025-12-03T21:01:05.815550] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:05.815628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:05.820403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:05.822151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:05.869945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:05.870866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:05.872045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:05.935493] [DEBUG] [MAG       ] KBWY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:05.992083] [INFO ] [LOCAL     ] KBWY: Saved forecast.
[2025-12-03T21:01:05.992150] [INFO ] [main      ] KBWY: Signal=1 (Conf=90.0%), Magnitude=0.72% (Conf=53.2943%)
[2025-12-03T21:01:05.992483] [INFO ] [main      ] Fetching symbol history for TBIL...
[2025-12-03T21:01:05.992533] [DEBUG] [REMOTE    ] TBIL: Fetching historical data.
[2025-12-03T21:01:05.992656] [INFO ] [main      ] Progress: 97/965 forecasts completed (10.1%). KBWY finished in 0.6s. ETA: 2m 27s. Rate: 353.82 forecasts/min
[2025-12-03T21:01:06.004072] [DEBUG] [REMOTE    ] TBIL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:06.011493] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 50 features, N/A% accuracy
[2025-12-03T21:01:06.011595] [INFO ] [LOCAL     ] TBIL: Loaded 50 optimal features with 14.41% confidence from JSON config
[2025-12-03T21:01:06.011630] [DEBUG] [MAG       ] Building data for symbol: TBIL with lookback: 0
[2025-12-03T21:01:06.012614] [DEBUG] [FEATURES  ] DataBuilder: Executing 50 feature methods.
[2025-12-03T21:01:06.012712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:06.017454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:06.019300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:06.019788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:06.020216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:06.020612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:06.021349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:06.022163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:06.024570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:06.070318] [DEBUG] [MAG       ] ARES: Last date is validated at 2025-12-03
[2025-12-03T21:01:06.082994] [DEBUG] [MAG       ] KIDS: Last date is validated at 2025-12-03
[2025-12-03T21:01:06.132190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:06.134157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:06.172067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:06.173223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:06.206701] [DEBUG] [MAG       ] APLD: Last date is validated at 2025-12-03
[2025-12-03T21:01:06.213206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:06.214010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:06.215213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:06.250949] [DEBUG] [MAG       ] KIDS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:06.263773] [DEBUG] [MAG       ] ARES: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:06.288659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:06.289597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:06.291350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:06.294073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:06.295182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:06.297129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:06.297853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:06.302086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:06.303258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:06.304608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:06.306082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:06.309008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:06.309683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:06.310365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:06.312331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:06.313399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:06.314118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:06.314825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:01:06.315500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:06.318444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:06.320063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:06.322532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:06.324720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:06.328467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:06.336889] [INFO ] [LOCAL     ] KIDS: Saved forecast.
[2025-12-03T21:01:06.336964] [INFO ] [main      ] KIDS: Signal=1 (Conf=90.0%), Magnitude=4.28% (Conf=63.2605%)
[2025-12-03T21:01:06.337333] [INFO ] [main      ] Progress: 98/965 forecasts completed (10.2%). KIDS finished in 0.6s. ETA: 2m 29s. Rate: 350.13 forecasts/min
[2025-12-03T21:01:06.337456] [INFO ] [main      ] Fetching symbol history for AUID...
[2025-12-03T21:01:06.337498] [DEBUG] [REMOTE    ] AUID: Fetching historical data.
[2025-12-03T21:01:06.346092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:06.347482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:06.348420] [DEBUG] [REMOTE    ] AUID: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:06.349322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:06.349610] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, N/A% accuracy
[2025-12-03T21:01:06.349665] [INFO ] [LOCAL     ] AUID: Loaded 4 optimal features with 52.23% confidence from JSON config
[2025-12-03T21:01:06.349695] [DEBUG] [MAG       ] Building data for symbol: AUID with lookback: 0
[2025-12-03T21:01:06.350110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:06.350472] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:06.350533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:06.351783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:06.352240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:06.352753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:06.353358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:06.353435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:06.354278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:06.354559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:06.355472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:06.357589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:06.359171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:06.361048] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:06.374246] [DEBUG] [MAG       ] APLD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:06.412397] [INFO ] [LOCAL     ] ARES: Saved forecast.
[2025-12-03T21:01:06.412526] [INFO ] [main      ] ARES: Signal=1 (Conf=90.0%), Magnitude=0.80% (Conf=55.416%)
[2025-12-03T21:01:06.413149] [INFO ] [main      ] Fetching symbol history for ZETA...
[2025-12-03T21:01:06.413219] [DEBUG] [REMOTE    ] ZETA: Fetching historical data.
[2025-12-03T21:01:06.414657] [INFO ] [main      ] Progress: 99/965 forecasts completed (10.3%). ARES finished in 0.8s. ETA: 2m 28s. Rate: 352.09 forecasts/min
[2025-12-03T21:01:06.429066] [DEBUG] [REMOTE    ] ZETA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:06.430740] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 5 features, N/A% accuracy
[2025-12-03T21:01:06.430800] [INFO ] [LOCAL     ] ZETA: Loaded 5 optimal features with 46.00% confidence from JSON config
[2025-12-03T21:01:06.430832] [DEBUG] [MAG       ] Building data for symbol: ZETA with lookback: 0
[2025-12-03T21:01:06.431946] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:06.432011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:06.433027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:06.554020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:06.570625] [INFO ] [LOCAL     ] APLD: Saved forecast.
[2025-12-03T21:01:06.570693] [INFO ] [main      ] APLD: Signal=1 (Conf=90.0%), Magnitude=11.77% (Conf=47.1878%)
[2025-12-03T21:01:06.570854] [INFO ] [main      ] Fetching symbol history for NFLX...
[2025-12-03T21:01:06.570897] [DEBUG] [REMOTE    ] NFLX: Fetching historical data.
[2025-12-03T21:01:06.572678] [INFO ] [main      ] Progress: 100/965 forecasts completed (10.4%). APLD finished in 0.8s. ETA: 2m 27s. Rate: 352.34 forecasts/min
[2025-12-03T21:01:06.582408] [DEBUG] [REMOTE    ] NFLX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:06.584172] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 6 features, N/A% accuracy
[2025-12-03T21:01:06.584247] [INFO ] [LOCAL     ] NFLX: Loaded 6 optimal features with 70.18% confidence from JSON config
[2025-12-03T21:01:06.584280] [DEBUG] [MAG       ] Building data for symbol: NFLX with lookback: 0
[2025-12-03T21:01:06.585135] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:06.585212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:06.590106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:06.591957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:06.592427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:06.593356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:06.595744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:06.597281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:06.600331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:06.601713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:06.680408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:06.697869] [DEBUG] [MAG       ] TBIL: Last date is validated at 2025-12-03
[2025-12-03T21:01:06.700150] [DEBUG] [MAG       ] AUID: Last date is validated at 2025-12-03
[2025-12-03T21:01:06.865726] [DEBUG] [MAG       ] TBIL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:06.866906] [DEBUG] [MAG       ] AUID: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:06.931661] [INFO ] [LOCAL     ] AUID: Saved forecast.
[2025-12-03T21:01:06.931727] [INFO ] [main      ] AUID: Signal=1 (Conf=90.0%), Magnitude=-23.65% (Conf=52.2308%)
[2025-12-03T21:01:06.931888] [INFO ] [main      ] Fetching symbol history for FIGS...
[2025-12-03T21:01:06.931931] [DEBUG] [REMOTE    ] FIGS: Fetching historical data.
[2025-12-03T21:01:06.933084] [INFO ] [main      ] Progress: 101/965 forecasts completed (10.5%). AUID finished in 0.6s. ETA: 2m 29s. Rate: 348.49 forecasts/min
[2025-12-03T21:01:06.940391] [DEBUG] [MAG       ] NFLX: Last date is validated at 2025-12-03
[2025-12-03T21:01:06.943133] [DEBUG] [REMOTE    ] FIGS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:06.945568] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, N/A% accuracy
[2025-12-03T21:01:06.945652] [INFO ] [LOCAL     ] FIGS: Loaded 5 optimal features with 47.85% confidence from JSON config
[2025-12-03T21:01:06.945684] [DEBUG] [MAG       ] Building data for symbol: FIGS with lookback: 0
[2025-12-03T21:01:06.946461] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:06.946518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:06.948194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:06.948725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:06.949100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:06.953181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:06.955145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:07.039565] [DEBUG] [MAG       ] ZETA: Last date is validated at 2025-12-03
[2025-12-03T21:01:07.110976] [DEBUG] [MAG       ] NFLX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:07.122439] [INFO ] [LOCAL     ] TBIL: Saved forecast.
[2025-12-03T21:01:07.122510] [INFO ] [main      ] TBIL: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=14.406%)
[2025-12-03T21:01:07.122864] [INFO ] [main      ] Fetching symbol history for LII...
[2025-12-03T21:01:07.122915] [DEBUG] [REMOTE    ] LII: Fetching historical data.
[2025-12-03T21:01:07.123660] [INFO ] [main      ] Progress: 102/965 forecasts completed (10.6%). TBIL finished in 1.1s. ETA: 2m 29s. Rate: 348.13 forecasts/min
[2025-12-03T21:01:07.134595] [DEBUG] [REMOTE    ] LII: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:07.137162] [DEBUG] [LOCAL     ] Loaded configuration for LII: 1 features, N/A% accuracy
[2025-12-03T21:01:07.137218] [INFO ] [LOCAL     ] LII: Loaded 1 optimal features with 52.72% confidence from JSON config
[2025-12-03T21:01:07.137250] [DEBUG] [MAG       ] Building data for symbol: LII with lookback: 0
[2025-12-03T21:01:07.138120] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:07.138179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:07.177242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:07.212648] [DEBUG] [MAG       ] ZETA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:07.215929] [INFO ] [LOCAL     ] NFLX: Saved forecast.
[2025-12-03T21:01:07.216004] [INFO ] [main      ] NFLX: Signal=1 (Conf=90.0%), Magnitude=-3.30% (Conf=70.1827%)
[2025-12-03T21:01:07.216421] [INFO ] [main      ] Fetching symbol history for DHIL...
[2025-12-03T21:01:07.216473] [DEBUG] [REMOTE    ] DHIL: Fetching historical data.
[2025-12-03T21:01:07.216669] [INFO ] [main      ] Progress: 103/965 forecasts completed (10.7%). NFLX finished in 0.6s. ETA: 2m 28s. Rate: 349.69 forecasts/min
[2025-12-03T21:01:07.227401] [DEBUG] [REMOTE    ] DHIL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:07.228557] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 9 features, N/A% accuracy
[2025-12-03T21:01:07.228630] [INFO ] [LOCAL     ] DHIL: Loaded 9 optimal features with 52.69% confidence from JSON config
[2025-12-03T21:01:07.228662] [DEBUG] [MAG       ] Building data for symbol: DHIL with lookback: 0
[2025-12-03T21:01:07.229644] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:07.229706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:07.231409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:07.231937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:07.232322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:07.233247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:07.279842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:07.281357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:07.283446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:07.285136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:07.286920] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:07.292590] [DEBUG] [MAG       ] FIGS: Last date is validated at 2025-12-03
[2025-12-03T21:01:07.317794] [INFO ] [LOCAL     ] ZETA: Saved forecast.
[2025-12-03T21:01:07.317865] [INFO ] [main      ] ZETA: Signal=1 (Conf=90.0%), Magnitude=2.82% (Conf=46.0024%)
[2025-12-03T21:01:07.318272] [INFO ] [main      ] Fetching symbol history for QVAL...
[2025-12-03T21:01:07.318322] [DEBUG] [REMOTE    ] QVAL: Fetching historical data.
[2025-12-03T21:01:07.318669] [INFO ] [main      ] Progress: 104/965 forecasts completed (10.8%). ZETA finished in 0.9s. ETA: 2m 27s. Rate: 351.06 forecasts/min
[2025-12-03T21:01:07.329393] [DEBUG] [REMOTE    ] QVAL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:07.330495] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, N/A% accuracy
[2025-12-03T21:01:07.330544] [INFO ] [LOCAL     ] QVAL: Loaded 4 optimal features with 53.96% confidence from JSON config
[2025-12-03T21:01:07.330595] [DEBUG] [MAG       ] Building data for symbol: QVAL with lookback: 0
[2025-12-03T21:01:07.331364] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:07.331421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:07.336140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:07.337909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:07.338433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:07.339191] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:07.463231] [DEBUG] [MAG       ] FIGS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:07.515395] [DEBUG] [MAG       ] LII: Last date is validated at 2025-12-03
[2025-12-03T21:01:07.533974] [INFO ] [LOCAL     ] FIGS: Saved forecast.
[2025-12-03T21:01:07.534043] [INFO ] [main      ] FIGS: Signal=1 (Conf=90.0%), Magnitude=-1.41% (Conf=47.8543%)
[2025-12-03T21:01:07.534214] [INFO ] [main      ] Fetching symbol history for WKSP...
[2025-12-03T21:01:07.534260] [DEBUG] [REMOTE    ] WKSP: Fetching historical data.
[2025-12-03T21:01:07.534849] [INFO ] [main      ] Progress: 105/965 forecasts completed (10.9%). FIGS finished in 0.6s. ETA: 2m 27s. Rate: 350.17 forecasts/min
[2025-12-03T21:01:07.546034] [DEBUG] [REMOTE    ] WKSP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:07.547083] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 6 features, N/A% accuracy
[2025-12-03T21:01:07.547139] [INFO ] [LOCAL     ] WKSP: Loaded 6 optimal features with 55.74% confidence from JSON config
[2025-12-03T21:01:07.547171] [DEBUG] [MAG       ] Building data for symbol: WKSP with lookback: 0
[2025-12-03T21:01:07.547988] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:07.548067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:07.552783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:07.554512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:07.554988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:07.555753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:07.556418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:07.557936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:07.632052] [DEBUG] [MAG       ] DHIL: Last date is validated at 2025-12-03
[2025-12-03T21:01:07.685124] [DEBUG] [MAG       ] LII: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:07.698967] [DEBUG] [MAG       ] QVAL: Last date is validated at 2025-12-03
[2025-12-03T21:01:07.802226] [DEBUG] [MAG       ] DHIL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:07.823705] [INFO ] [LOCAL     ] LII: Saved forecast.
[2025-12-03T21:01:07.823773] [INFO ] [main      ] LII: Signal=1 (Conf=90.0%), Magnitude=4.62% (Conf=52.7203%)
[2025-12-03T21:01:07.824122] [INFO ] [main      ] Fetching symbol history for AES...
[2025-12-03T21:01:07.824172] [DEBUG] [REMOTE    ] AES: Fetching historical data.
[2025-12-03T21:01:07.824665] [INFO ] [main      ] Progress: 106/965 forecasts completed (11.0%). LII finished in 0.7s. ETA: 2m 28s. Rate: 347.90 forecasts/min
[2025-12-03T21:01:07.835472] [DEBUG] [REMOTE    ] AES: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:07.836489] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, N/A% accuracy
[2025-12-03T21:01:07.836541] [INFO ] [LOCAL     ] AES: Loaded 1 optimal features with 55.64% confidence from JSON config
[2025-12-03T21:01:07.836592] [DEBUG] [MAG       ] Building data for symbol: AES with lookback: 0
[2025-12-03T21:01:07.837377] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:07.837434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:07.839398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:07.875081] [DEBUG] [MAG       ] QVAL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:07.900568] [DEBUG] [MAG       ] WKSP: Last date is validated at 2025-12-03
[2025-12-03T21:01:07.910955] [INFO ] [LOCAL     ] DHIL: Saved forecast.
[2025-12-03T21:01:07.911025] [INFO ] [main      ] DHIL: Signal=1 (Conf=90.0%), Magnitude=-1.06% (Conf=52.6877%)
[2025-12-03T21:01:07.911391] [INFO ] [main      ] Fetching symbol history for GBAB...
[2025-12-03T21:01:07.911440] [DEBUG] [REMOTE    ] GBAB: Fetching historical data.
[2025-12-03T21:01:07.912651] [INFO ] [main      ] Progress: 107/965 forecasts completed (11.1%). DHIL finished in 0.7s. ETA: 2m 27s. Rate: 349.50 forecasts/min
[2025-12-03T21:01:07.923058] [DEBUG] [REMOTE    ] GBAB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:07.924115] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 5 features, N/A% accuracy
[2025-12-03T21:01:07.924167] [INFO ] [LOCAL     ] GBAB: Loaded 5 optimal features with 55.86% confidence from JSON config
[2025-12-03T21:01:07.924198] [DEBUG] [MAG       ] Building data for symbol: GBAB with lookback: 0
[2025-12-03T21:01:07.924993] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:07.925052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:07.926724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:07.927209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:07.927600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:07.928478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:07.952479] [INFO ] [LOCAL     ] QVAL: Saved forecast.
[2025-12-03T21:01:07.952549] [INFO ] [main      ] QVAL: Signal=1 (Conf=90.0%), Magnitude=-0.89% (Conf=53.9553%)
[2025-12-03T21:01:07.952934] [INFO ] [main      ] Fetching symbol history for GECC...
[2025-12-03T21:01:07.952988] [DEBUG] [REMOTE    ] GECC: Fetching historical data.
[2025-12-03T21:01:07.953660] [INFO ] [main      ] Progress: 108/965 forecasts completed (11.2%). QVAL finished in 0.6s. ETA: 2m 26s. Rate: 351.99 forecasts/min
[2025-12-03T21:01:07.964690] [DEBUG] [REMOTE    ] GECC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:07.965564] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 8 features, N/A% accuracy
[2025-12-03T21:01:07.965642] [INFO ] [LOCAL     ] GECC: Loaded 8 optimal features with 58.40% confidence from JSON config
[2025-12-03T21:01:07.965675] [DEBUG] [MAG       ] Building data for symbol: GECC with lookback: 0
[2025-12-03T21:01:07.966553] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:07.966656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:07.968167] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:07.968534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:07.969094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:07.969524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:07.969937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:07.970898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:07.973861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:07.975033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:07.976768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:08.069389] [DEBUG] [MAG       ] WKSP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:08.142270] [INFO ] [LOCAL     ] WKSP: Saved forecast.
[2025-12-03T21:01:08.142346] [INFO ] [main      ] WKSP: Signal=1 (Conf=90.0%), Magnitude=-7.05% (Conf=55.7376%)
[2025-12-03T21:01:08.142516] [INFO ] [main      ] Fetching symbol history for WCLD...
[2025-12-03T21:01:08.142560] [DEBUG] [REMOTE    ] WCLD: Fetching historical data.
[2025-12-03T21:01:08.143241] [INFO ] [main      ] Progress: 109/965 forecasts completed (11.3%). WKSP finished in 0.6s. ETA: 2m 26s. Rate: 351.62 forecasts/min
[2025-12-03T21:01:08.154126] [DEBUG] [REMOTE    ] WCLD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:08.155346] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 5 features, N/A% accuracy
[2025-12-03T21:01:08.155396] [INFO ] [LOCAL     ] WCLD: Loaded 5 optimal features with 53.31% confidence from JSON config
[2025-12-03T21:01:08.155427] [DEBUG] [MAG       ] Building data for symbol: WCLD with lookback: 0
[2025-12-03T21:01:08.156206] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:08.156267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:08.157925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:08.158446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:08.159358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:08.161685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:08.168741] [DEBUG] [MAG       ] AES: Last date is validated at 2025-12-03
[2025-12-03T21:01:08.239181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:08.315669] [DEBUG] [MAG       ] GBAB: Last date is validated at 2025-12-03
[2025-12-03T21:01:08.334512] [DEBUG] [MAG       ] AES: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:08.339398] [DEBUG] [MAG       ] GECC: Last date is validated at 2025-12-03
[2025-12-03T21:01:08.404398] [INFO ] [LOCAL     ] AES: Saved forecast.
[2025-12-03T21:01:08.404465] [INFO ] [main      ] AES: Signal=1 (Conf=90.0%), Magnitude=-4.57% (Conf=55.6418%)
[2025-12-03T21:01:08.404833] [INFO ] [main      ] Fetching symbol history for ALGN...
[2025-12-03T21:01:08.404884] [DEBUG] [REMOTE    ] ALGN: Fetching historical data.
[2025-12-03T21:01:08.405660] [INFO ] [main      ] Progress: 110/965 forecasts completed (11.4%). AES finished in 0.6s. ETA: 2m 27s. Rate: 349.91 forecasts/min
[2025-12-03T21:01:08.416188] [DEBUG] [REMOTE    ] ALGN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:08.417241] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 5 features, N/A% accuracy
[2025-12-03T21:01:08.417291] [INFO ] [LOCAL     ] ALGN: Loaded 5 optimal features with 59.55% confidence from JSON config
[2025-12-03T21:01:08.417322] [DEBUG] [MAG       ] Building data for symbol: ALGN with lookback: 0
[2025-12-03T21:01:08.418117] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:08.418191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:08.419884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:08.420412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:08.420827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:08.421838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:08.423137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:08.491186] [DEBUG] [MAG       ] GBAB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:08.520131] [DEBUG] [MAG       ] GECC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:08.550692] [INFO ] [LOCAL     ] GBAB: Saved forecast.
[2025-12-03T21:01:08.550776] [INFO ] [main      ] GBAB: Signal=1 (Conf=90.0%), Magnitude=0.14% (Conf=55.8641%)
[2025-12-03T21:01:08.551164] [INFO ] [main      ] Fetching symbol history for CAAP...
[2025-12-03T21:01:08.551218] [DEBUG] [REMOTE    ] CAAP: Fetching historical data.
[2025-12-03T21:01:08.552648] [INFO ] [main      ] Progress: 111/965 forecasts completed (11.5%). GBAB finished in 0.6s. ETA: 2m 26s. Rate: 350.36 forecasts/min
[2025-12-03T21:01:08.562693] [DEBUG] [REMOTE    ] CAAP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:08.563734] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 8 features, N/A% accuracy
[2025-12-03T21:01:08.563801] [INFO ] [LOCAL     ] CAAP: Loaded 8 optimal features with 49.03% confidence from JSON config
[2025-12-03T21:01:08.563843] [DEBUG] [MAG       ] Building data for symbol: CAAP with lookback: 0
[2025-12-03T21:01:08.564713] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:08.564776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:08.566459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:08.567006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:08.567395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:08.568180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:08.569923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:08.574277] [DEBUG] [MAG       ] WCLD: Last date is validated at 2025-12-03
[2025-12-03T21:01:08.590285] [INFO ] [LOCAL     ] GECC: Saved forecast.
[2025-12-03T21:01:08.590358] [INFO ] [main      ] GECC: Signal=1 (Conf=90.0%), Magnitude=0.52% (Conf=58.3957%)
[2025-12-03T21:01:08.590767] [INFO ] [main      ] Fetching symbol history for CDXS...
[2025-12-03T21:01:08.590830] [DEBUG] [REMOTE    ] CDXS: Fetching historical data.
[2025-12-03T21:01:08.591753] [INFO ] [main      ] Progress: 112/965 forecasts completed (11.6%). GECC finished in 0.6s. ETA: 2m 25s. Rate: 352.79 forecasts/min
[2025-12-03T21:01:08.603010] [DEBUG] [REMOTE    ] CDXS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:08.603952] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, N/A% accuracy
[2025-12-03T21:01:08.604008] [INFO ] [LOCAL     ] CDXS: Loaded 5 optimal features with 60.51% confidence from JSON config
[2025-12-03T21:01:08.604040] [DEBUG] [MAG       ] Building data for symbol: CDXS with lookback: 0
[2025-12-03T21:01:08.604947] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:08.605011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:08.610330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:08.649549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:08.650875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:08.651627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:08.664703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:08.665812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:08.668126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:08.670741] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:08.752807] [DEBUG] [MAG       ] WCLD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:08.761481] [DEBUG] [MAG       ] ALGN: Last date is validated at 2025-12-03
[2025-12-03T21:01:08.832646] [INFO ] [LOCAL     ] WCLD: Saved forecast.
[2025-12-03T21:01:08.832726] [INFO ] [main      ] WCLD: Signal=1 (Conf=90.0%), Magnitude=0.95% (Conf=53.3077%)
[2025-12-03T21:01:08.832889] [INFO ] [main      ] Fetching symbol history for OBDC...
[2025-12-03T21:01:08.832931] [DEBUG] [REMOTE    ] OBDC: Fetching historical data.
[2025-12-03T21:01:08.834048] [INFO ] [main      ] Progress: 113/965 forecasts completed (11.7%). WCLD finished in 0.7s. ETA: 2m 25s. Rate: 351.47 forecasts/min
[2025-12-03T21:01:08.844750] [DEBUG] [REMOTE    ] OBDC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:08.845653] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 4 features, N/A% accuracy
[2025-12-03T21:01:08.845711] [INFO ] [LOCAL     ] OBDC: Loaded 4 optimal features with 48.76% confidence from JSON config
[2025-12-03T21:01:08.845744] [DEBUG] [MAG       ] Building data for symbol: OBDC with lookback: 0
[2025-12-03T21:01:08.846565] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:08.846643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:08.847626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:08.848459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:08.850480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:08.851245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:08.931214] [DEBUG] [MAG       ] ALGN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:08.992154] [DEBUG] [MAG       ] CAAP: Last date is validated at 2025-12-03
[2025-12-03T21:01:09.052775] [DEBUG] [MAG       ] CDXS: Last date is validated at 2025-12-03
[2025-12-03T21:01:09.060344] [INFO ] [LOCAL     ] ALGN: Saved forecast.
[2025-12-03T21:01:09.060409] [INFO ] [main      ] ALGN: Signal=1 (Conf=90.0%), Magnitude=-3.49% (Conf=59.5514%)
[2025-12-03T21:01:09.060774] [INFO ] [main      ] Fetching symbol history for ROE...
[2025-12-03T21:01:09.060823] [DEBUG] [REMOTE    ] ROE: Fetching historical data.
[2025-12-03T21:01:09.061664] [INFO ] [main      ] Progress: 114/965 forecasts completed (11.8%). ALGN finished in 0.7s. ETA: 2m 26s. Rate: 350.45 forecasts/min
[2025-12-03T21:01:09.071391] [DEBUG] [REMOTE    ] ROE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:09.072472] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 9 features, N/A% accuracy
[2025-12-03T21:01:09.072523] [INFO ] [LOCAL     ] ROE: Loaded 9 optimal features with 51.69% confidence from JSON config
[2025-12-03T21:01:09.072553] [DEBUG] [MAG       ] Building data for symbol: ROE with lookback: 0
[2025-12-03T21:01:09.073326] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:09.073387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:09.078111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:09.079893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:09.080362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:09.080760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:09.119165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:09.166045] [DEBUG] [MAG       ] CAAP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:09.167317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:09.168331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:09.169124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:09.174787] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:09.195632] [DEBUG] [MAG       ] OBDC: Last date is validated at 2025-12-03
[2025-12-03T21:01:09.219750] [DEBUG] [MAG       ] CDXS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:09.247078] [INFO ] [LOCAL     ] CAAP: Saved forecast.
[2025-12-03T21:01:09.247144] [INFO ] [main      ] CAAP: Signal=1 (Conf=90.0%), Magnitude=-0.87% (Conf=49.0309%)
[2025-12-03T21:01:09.247305] [INFO ] [main      ] Fetching symbol history for AAP...
[2025-12-03T21:01:09.247346] [DEBUG] [REMOTE    ] AAP: Fetching historical data.
[2025-12-03T21:01:09.248703] [INFO ] [main      ] Progress: 115/965 forecasts completed (11.9%). CAAP finished in 0.7s. ETA: 2m 26s. Rate: 350.17 forecasts/min
[2025-12-03T21:01:09.259003] [DEBUG] [REMOTE    ] AAP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:09.260141] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 5 features, N/A% accuracy
[2025-12-03T21:01:09.260194] [INFO ] [LOCAL     ] AAP: Loaded 5 optimal features with 47.83% confidence from JSON config
[2025-12-03T21:01:09.260225] [DEBUG] [MAG       ] Building data for symbol: AAP with lookback: 0
[2025-12-03T21:01:09.261044] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:09.261106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:09.261991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:09.263069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:09.284950] [INFO ] [LOCAL     ] CDXS: Saved forecast.
[2025-12-03T21:01:09.285016] [INFO ] [main      ] CDXS: Signal=1 (Conf=90.0%), Magnitude=4.37% (Conf=60.5064%)
[2025-12-03T21:01:09.285352] [INFO ] [main      ] Fetching symbol history for ENTX...
[2025-12-03T21:01:09.285401] [DEBUG] [REMOTE    ] ENTX: Fetching historical data.
[2025-12-03T21:01:09.285634] [INFO ] [main      ] Progress: 116/965 forecasts completed (12.0%). CDXS finished in 0.7s. ETA: 2m 24s. Rate: 352.55 forecasts/min
[2025-12-03T21:01:09.297037] [DEBUG] [REMOTE    ] ENTX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:09.298003] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, N/A% accuracy
[2025-12-03T21:01:09.298083] [INFO ] [LOCAL     ] ENTX: Loaded 1 optimal features with 61.18% confidence from JSON config
[2025-12-03T21:01:09.298114] [DEBUG] [MAG       ] Building data for symbol: ENTX with lookback: 0
[2025-12-03T21:01:09.298912] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:09.298967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:09.301276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:09.314144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:09.318888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:09.320260] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:09.365729] [DEBUG] [MAG       ] OBDC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:09.430195] [INFO ] [LOCAL     ] OBDC: Saved forecast.
[2025-12-03T21:01:09.430269] [INFO ] [main      ] OBDC: Signal=1 (Conf=90.0%), Magnitude=3.64% (Conf=48.7647%)
[2025-12-03T21:01:09.430670] [INFO ] [main      ] Fetching symbol history for BSJS...
[2025-12-03T21:01:09.430721] [DEBUG] [REMOTE    ] BSJS: Fetching historical data.
[2025-12-03T21:01:09.431806] [INFO ] [main      ] Progress: 117/965 forecasts completed (12.1%). OBDC finished in 0.6s. ETA: 2m 24s. Rate: 352.98 forecasts/min
[2025-12-03T21:01:09.442282] [DEBUG] [REMOTE    ] BSJS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:09.443280] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 8 features, N/A% accuracy
[2025-12-03T21:01:09.443341] [INFO ] [LOCAL     ] BSJS: Loaded 8 optimal features with 30.56% confidence from JSON config
[2025-12-03T21:01:09.443372] [DEBUG] [MAG       ] Building data for symbol: BSJS with lookback: 0
[2025-12-03T21:01:09.444176] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:09.444238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:09.448969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:09.450706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:09.451170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:09.451624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:09.452016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:09.453062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:09.454995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:09.456359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:09.525489] [DEBUG] [MAG       ] ROE: Last date is validated at 2025-12-03
[2025-12-03T21:01:09.653638] [DEBUG] [MAG       ] ENTX: Last date is validated at 2025-12-03
[2025-12-03T21:01:09.664225] [DEBUG] [MAG       ] AAP: Last date is validated at 2025-12-03
[2025-12-03T21:01:09.696347] [DEBUG] [MAG       ] ROE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:09.771801] [INFO ] [LOCAL     ] ROE: Saved forecast.
[2025-12-03T21:01:09.771866] [INFO ] [main      ] ROE: Signal=1 (Conf=90.0%), Magnitude=0.26% (Conf=51.6858%)
[2025-12-03T21:01:09.772209] [INFO ] [main      ] Fetching symbol history for WULF...
[2025-12-03T21:01:09.772257] [DEBUG] [REMOTE    ] WULF: Fetching historical data.
[2025-12-03T21:01:09.772663] [INFO ] [main      ] Progress: 118/965 forecasts completed (12.2%). ROE finished in 0.7s. ETA: 2m 25s. Rate: 349.99 forecasts/min
[2025-12-03T21:01:09.783280] [DEBUG] [REMOTE    ] WULF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:09.784382] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 7 features, N/A% accuracy
[2025-12-03T21:01:09.784433] [INFO ] [LOCAL     ] WULF: Loaded 7 optimal features with 57.65% confidence from JSON config
[2025-12-03T21:01:09.784464] [DEBUG] [MAG       ] Building data for symbol: WULF with lookback: 0
[2025-12-03T21:01:09.785254] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:09.785315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:09.790033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:09.791640] [DEBUG] [MAG       ] BSJS: Last date is validated at 2025-12-03
[2025-12-03T21:01:09.791807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:09.792279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:09.792679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:09.820168] [DEBUG] [MAG       ] ENTX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:09.840884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:09.842213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:09.846207] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:09.847149] [DEBUG] [MAG       ] AAP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:09.871697] [INFO ] [LOCAL     ] ENTX: Saved forecast.
[2025-12-03T21:01:09.871757] [INFO ] [main      ] ENTX: Signal=1 (Conf=90.0%), Magnitude=-5.71% (Conf=61.1758%)
[2025-12-03T21:01:09.871910] [INFO ] [main      ] Fetching symbol history for BIVI...
[2025-12-03T21:01:09.871951] [DEBUG] [REMOTE    ] BIVI: Fetching historical data.
[2025-12-03T21:01:09.873637] [INFO ] [main      ] Progress: 119/965 forecasts completed (12.3%). ENTX finished in 0.6s. ETA: 2m 25s. Rate: 351.21 forecasts/min
[2025-12-03T21:01:09.883132] [DEBUG] [REMOTE    ] BIVI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:09.883969] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 8 features, N/A% accuracy
[2025-12-03T21:01:09.884028] [INFO ] [LOCAL     ] BIVI: Loaded 8 optimal features with 26.61% confidence from JSON config
[2025-12-03T21:01:09.884059] [DEBUG] [MAG       ] Building data for symbol: BIVI with lookback: 0
[2025-12-03T21:01:09.884851] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:09.884911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:09.889672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:09.891429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:09.891917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:09.892344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:09.892744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:09.930401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:09.931111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:09.932105] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:09.956680] [DEBUG] [MAG       ] BSJS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:09.956851] [INFO ] [LOCAL     ] AAP: Saved forecast.
[2025-12-03T21:01:09.956922] [INFO ] [main      ] AAP: Signal=1 (Conf=90.0%), Magnitude=1.72% (Conf=47.8253%)
[2025-12-03T21:01:09.957664] [INFO ] [main      ] Fetching symbol history for IESC...
[2025-12-03T21:01:09.957717] [DEBUG] [REMOTE    ] IESC: Fetching historical data.
[2025-12-03T21:01:09.958641] [INFO ] [main      ] Progress: 120/965 forecasts completed (12.4%). AAP finished in 0.7s. ETA: 2m 24s. Rate: 352.68 forecasts/min
[2025-12-03T21:01:09.970034] [DEBUG] [REMOTE    ] IESC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:09.971207] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, N/A% accuracy
[2025-12-03T21:01:09.971260] [INFO ] [LOCAL     ] IESC: Loaded 3 optimal features with 54.64% confidence from JSON config
[2025-12-03T21:01:09.971293] [DEBUG] [MAG       ] Building data for symbol: IESC with lookback: 0
[2025-12-03T21:01:09.972117] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:09.972178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:09.974509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:09.975688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:09.978322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:10.015514] [INFO ] [LOCAL     ] BSJS: Saved forecast.
[2025-12-03T21:01:10.015607] [INFO ] [main      ] BSJS: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=30.5632%)
[2025-12-03T21:01:10.015773] [INFO ] [main      ] Fetching symbol history for CLBK...
[2025-12-03T21:01:10.015814] [DEBUG] [REMOTE    ] CLBK: Fetching historical data.
[2025-12-03T21:01:10.017071] [INFO ] [main      ] Progress: 121/965 forecasts completed (12.5%). BSJS finished in 0.6s. ETA: 2m 23s. Rate: 354.61 forecasts/min
[2025-12-03T21:01:10.028484] [DEBUG] [REMOTE    ] CLBK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:10.030618] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 7 features, N/A% accuracy
[2025-12-03T21:01:10.030673] [INFO ] [LOCAL     ] CLBK: Loaded 7 optimal features with 60.32% confidence from JSON config
[2025-12-03T21:01:10.030704] [DEBUG] [MAG       ] Building data for symbol: CLBK with lookback: 0
[2025-12-03T21:01:10.031468] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:10.031529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:10.033206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:10.034262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:10.034666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:10.035412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:10.037951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:10.039024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:10.041383] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:10.187993] [DEBUG] [MAG       ] WULF: Last date is validated at 2025-12-03
[2025-12-03T21:01:10.265896] [DEBUG] [MAG       ] BIVI: Last date is validated at 2025-12-03
[2025-12-03T21:01:10.309817] [DEBUG] [MAG       ] IESC: Last date is validated at 2025-12-03
[2025-12-03T21:01:10.354050] [DEBUG] [MAG       ] WULF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:10.375391] [DEBUG] [MAG       ] CLBK: Last date is validated at 2025-12-03
[2025-12-03T21:01:10.432597] [DEBUG] [MAG       ] BIVI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:10.432905] [INFO ] [LOCAL     ] WULF: Saved forecast.
[2025-12-03T21:01:10.432981] [INFO ] [main      ] WULF: Signal=1 (Conf=90.0%), Magnitude=1.84% (Conf=57.6498%)
[2025-12-03T21:01:10.433325] [INFO ] [main      ] Fetching symbol history for PFG...
[2025-12-03T21:01:10.433377] [DEBUG] [REMOTE    ] PFG: Fetching historical data.
[2025-12-03T21:01:10.433652] [INFO ] [main      ] Progress: 122/965 forecasts completed (12.6%). WULF finished in 0.7s. ETA: 2m 24s. Rate: 350.41 forecasts/min
[2025-12-03T21:01:10.444942] [DEBUG] [REMOTE    ] PFG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:10.446111] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 3 features, N/A% accuracy
[2025-12-03T21:01:10.446163] [INFO ] [LOCAL     ] PFG: Loaded 3 optimal features with 57.63% confidence from JSON config
[2025-12-03T21:01:10.446197] [DEBUG] [MAG       ] Building data for symbol: PFG with lookback: 0
[2025-12-03T21:01:10.447026] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:10.447086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:10.452025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:10.453836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:10.454317] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:10.476623] [DEBUG] [MAG       ] IESC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:10.541236] [DEBUG] [MAG       ] CLBK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:10.608411] [INFO ] [LOCAL     ] BIVI: Saved forecast.
[2025-12-03T21:01:10.608478] [INFO ] [main      ] BIVI: Signal=1 (Conf=90.0%), Magnitude=37.24% (Conf=26.6091%)
[2025-12-03T21:01:10.608865] [INFO ] [main      ] Fetching symbol history for AMBP...
[2025-12-03T21:01:10.608917] [DEBUG] [REMOTE    ] AMBP: Fetching historical data.
[2025-12-03T21:01:10.609560] [INFO ] [main      ] Progress: 123/965 forecasts completed (12.7%). BIVI finished in 0.7s. ETA: 2m 24s. Rate: 350.33 forecasts/min
[2025-12-03T21:01:10.610005] [INFO ] [LOCAL     ] CLBK: Saved forecast.
[2025-12-03T21:01:10.610058] [INFO ] [main      ] CLBK: Signal=1 (Conf=90.0%), Magnitude=5.79% (Conf=60.3159%)
[2025-12-03T21:01:10.610365] [INFO ] [main      ] Progress: 124/965 forecasts completed (12.8%). CLBK finished in 0.6s. ETA: 2m 23s. Rate: 353.17 forecasts/min
[2025-12-03T21:01:10.610463] [INFO ] [main      ] Fetching symbol history for CDE...
[2025-12-03T21:01:10.610504] [DEBUG] [REMOTE    ] CDE: Fetching historical data.
[2025-12-03T21:01:10.620263] [DEBUG] [REMOTE    ] AMBP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:10.621414] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 5 features, N/A% accuracy
[2025-12-03T21:01:10.621479] [INFO ] [LOCAL     ] AMBP: Loaded 5 optimal features with 53.11% confidence from JSON config
[2025-12-03T21:01:10.621513] [DEBUG] [MAG       ] Building data for symbol: AMBP with lookback: 0
[2025-12-03T21:01:10.622696] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:10.622759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:10.622783] [DEBUG] [REMOTE    ] CDE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:10.623768] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 6 features, N/A% accuracy
[2025-12-03T21:01:10.623822] [INFO ] [LOCAL     ] CDE: Loaded 6 optimal features with 48.50% confidence from JSON config
[2025-12-03T21:01:10.623853] [DEBUG] [MAG       ] Building data for symbol: CDE with lookback: 0
[2025-12-03T21:01:10.624505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:10.624749] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:10.624811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:10.625055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:10.625982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:10.626999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:10.628029] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:10.629686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:10.631599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:10.632070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:10.632507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:10.633244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:10.634516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:10.639142] [INFO ] [LOCAL     ] IESC: Saved forecast.
[2025-12-03T21:01:10.639208] [INFO ] [main      ] IESC: Signal=1 (Conf=90.0%), Magnitude=1.19% (Conf=54.6362%)
[2025-12-03T21:01:10.639566] [INFO ] [main      ] Progress: 125/965 forecasts completed (13.0%). IESC finished in 0.7s. ETA: 2m 22s. Rate: 355.52 forecasts/min
[2025-12-03T21:01:10.639794] [INFO ] [main      ] Fetching symbol history for SHLS...
[2025-12-03T21:01:10.639837] [DEBUG] [REMOTE    ] SHLS: Fetching historical data.
[2025-12-03T21:01:10.651009] [DEBUG] [REMOTE    ] SHLS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:10.652536] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 10 features, N/A% accuracy
[2025-12-03T21:01:10.652608] [INFO ] [LOCAL     ] SHLS: Loaded 10 optimal features with 54.28% confidence from JSON config
[2025-12-03T21:01:10.652641] [DEBUG] [MAG       ] Building data for symbol: SHLS with lookback: 0
[2025-12-03T21:01:10.653427] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:10.653489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:10.702157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:10.703443] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:10.704152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:10.707138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:10.707794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:10.708527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:10.709210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:10.711958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:10.715947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:10.717120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:10.795400] [DEBUG] [MAG       ] PFG: Last date is validated at 2025-12-03
[2025-12-03T21:01:10.968015] [DEBUG] [MAG       ] PFG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:10.970504] [DEBUG] [MAG       ] AMBP: Last date is validated at 2025-12-03
[2025-12-03T21:01:10.976474] [DEBUG] [MAG       ] CDE: Last date is validated at 2025-12-03
[2025-12-03T21:01:11.053629] [DEBUG] [MAG       ] SHLS: Last date is validated at 2025-12-03
[2025-12-03T21:01:11.068366] [INFO ] [LOCAL     ] PFG: Saved forecast.
[2025-12-03T21:01:11.068442] [INFO ] [main      ] PFG: Signal=1 (Conf=90.0%), Magnitude=-0.36% (Conf=57.6295%)
[2025-12-03T21:01:11.068940] [INFO ] [main      ] Fetching symbol history for ALZN...
[2025-12-03T21:01:11.068992] [DEBUG] [REMOTE    ] ALZN: Fetching historical data.
[2025-12-03T21:01:11.068987] [INFO ] [main      ] Progress: 126/965 forecasts completed (13.1%). PFG finished in 0.6s. ETA: 2m 23s. Rate: 351.22 forecasts/min
[2025-12-03T21:01:11.080161] [DEBUG] [REMOTE    ] ALZN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:11.081851] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 7 features, N/A% accuracy
[2025-12-03T21:01:11.081914] [INFO ] [LOCAL     ] ALZN: Loaded 7 optimal features with 67.64% confidence from JSON config
[2025-12-03T21:01:11.081957] [DEBUG] [MAG       ] Building data for symbol: ALZN with lookback: 0
[2025-12-03T21:01:11.082862] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:11.082924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:11.084699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:11.085213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:11.085639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:11.137283] [DEBUG] [MAG       ] AMBP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:11.157803] [DEBUG] [MAG       ] CDE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:11.192977] [INFO ] [LOCAL     ] AMBP: Saved forecast.
[2025-12-03T21:01:11.193046] [INFO ] [main      ] AMBP: Signal=1 (Conf=90.0%), Magnitude=-0.15% (Conf=53.1095%)
[2025-12-03T21:01:11.193210] [INFO ] [main      ] Fetching symbol history for MATX...
[2025-12-03T21:01:11.193258] [DEBUG] [REMOTE    ] MATX: Fetching historical data.
[2025-12-03T21:01:11.194764] [INFO ] [main      ] Progress: 127/965 forecasts completed (13.2%). AMBP finished in 0.6s. ETA: 2m 23s. Rate: 351.95 forecasts/min
[2025-12-03T21:01:11.198722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:11.204667] [DEBUG] [REMOTE    ] MATX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:11.205791] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 2 features, N/A% accuracy
[2025-12-03T21:01:11.205843] [INFO ] [LOCAL     ] MATX: Loaded 2 optimal features with 57.95% confidence from JSON config
[2025-12-03T21:01:11.205873] [DEBUG] [MAG       ] Building data for symbol: MATX with lookback: 0
[2025-12-03T21:01:11.206674] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:11.206730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:11.211381] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:11.213056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:11.221847] [DEBUG] [MAG       ] SHLS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:11.233754] [INFO ] [LOCAL     ] CDE: Saved forecast.
[2025-12-03T21:01:11.233823] [INFO ] [main      ] CDE: Signal=1 (Conf=90.0%), Magnitude=0.34% (Conf=48.4988%)
[2025-12-03T21:01:11.233986] [INFO ] [main      ] Fetching symbol history for VSTS...
[2025-12-03T21:01:11.234027] [DEBUG] [REMOTE    ] VSTS: Fetching historical data.
[2025-12-03T21:01:11.235643] [INFO ] [main      ] Progress: 128/965 forecasts completed (13.3%). CDE finished in 0.6s. ETA: 2m 22s. Rate: 354.05 forecasts/min
[2025-12-03T21:01:11.239386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:11.240494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:11.241171] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:11.245933] [DEBUG] [REMOTE    ] VSTS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:11.246968] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 7 features, N/A% accuracy
[2025-12-03T21:01:11.247027] [INFO ] [LOCAL     ] VSTS: Loaded 7 optimal features with 54.97% confidence from JSON config
[2025-12-03T21:01:11.247059] [DEBUG] [MAG       ] Building data for symbol: VSTS with lookback: 0
[2025-12-03T21:01:11.247934] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:11.248004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:11.252792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:11.253534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:11.255255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:11.255748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:11.256819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:11.258780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:11.261542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:11.295760] [INFO ] [LOCAL     ] SHLS: Saved forecast.
[2025-12-03T21:01:11.295826] [INFO ] [main      ] SHLS: Signal=1 (Conf=90.0%), Magnitude=-0.04% (Conf=54.2765%)
[2025-12-03T21:01:11.296163] [INFO ] [main      ] Progress: 129/965 forecasts completed (13.4%). SHLS finished in 0.7s. ETA: 2m 21s. Rate: 355.82 forecasts/min
[2025-12-03T21:01:11.296287] [INFO ] [main      ] Fetching symbol history for COLL...
[2025-12-03T21:01:11.296328] [DEBUG] [REMOTE    ] COLL: Fetching historical data.
[2025-12-03T21:01:11.307638] [DEBUG] [REMOTE    ] COLL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:11.308700] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, N/A% accuracy
[2025-12-03T21:01:11.308756] [INFO ] [LOCAL     ] COLL: Loaded 5 optimal features with 57.43% confidence from JSON config
[2025-12-03T21:01:11.308787] [DEBUG] [MAG       ] Building data for symbol: COLL with lookback: 0
[2025-12-03T21:01:11.309607] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:11.309669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:11.314502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:11.315261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:11.315957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:11.317081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:11.318245] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:11.543413] [DEBUG] [MAG       ] MATX: Last date is validated at 2025-12-03
[2025-12-03T21:01:11.582321] [DEBUG] [MAG       ] ALZN: Last date is validated at 2025-12-03
[2025-12-03T21:01:11.595831] [DEBUG] [MAG       ] VSTS: Last date is validated at 2025-12-03
[2025-12-03T21:01:11.654939] [DEBUG] [MAG       ] COLL: Last date is validated at 2025-12-03
[2025-12-03T21:01:11.709638] [DEBUG] [MAG       ] MATX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:11.751919] [DEBUG] [MAG       ] ALZN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:11.763972] [DEBUG] [MAG       ] VSTS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:11.819384] [INFO ] [LOCAL     ] ALZN: Saved forecast.
[2025-12-03T21:01:11.819451] [INFO ] [main      ] ALZN: Signal=1 (Conf=90.0%), Magnitude=11.59% (Conf=67.6387%)
[2025-12-03T21:01:11.819910] [INFO ] [main      ] Fetching symbol history for REYN...
[2025-12-03T21:01:11.819962] [DEBUG] [REMOTE    ] REYN: Fetching historical data.
[2025-12-03T21:01:11.820661] [INFO ] [main      ] Progress: 130/965 forecasts completed (13.5%). ALZN finished in 0.8s. ETA: 2m 23s. Rate: 350.14 forecasts/min
[2025-12-03T21:01:11.823930] [DEBUG] [MAG       ] COLL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:11.831213] [DEBUG] [REMOTE    ] REYN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:11.832217] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 5 features, N/A% accuracy
[2025-12-03T21:01:11.832274] [INFO ] [LOCAL     ] REYN: Loaded 5 optimal features with 56.03% confidence from JSON config
[2025-12-03T21:01:11.832305] [DEBUG] [MAG       ] Building data for symbol: REYN with lookback: 0
[2025-12-03T21:01:11.833116] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:11.833176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:11.833813] [INFO ] [LOCAL     ] MATX: Saved forecast.
[2025-12-03T21:01:11.833876] [INFO ] [main      ] MATX: Signal=1 (Conf=90.0%), Magnitude=0.73% (Conf=57.9484%)
[2025-12-03T21:01:11.834232] [INFO ] [main      ] Progress: 131/965 forecasts completed (13.6%). MATX finished in 0.6s. ETA: 2m 22s. Rate: 352.62 forecasts/min
[2025-12-03T21:01:11.834351] [INFO ] [main      ] Fetching symbol history for OCSL...
[2025-12-03T21:01:11.834392] [DEBUG] [REMOTE    ] OCSL: Fetching historical data.
[2025-12-03T21:01:11.838419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:11.840342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:11.840611] [INFO ] [LOCAL     ] VSTS: Saved forecast.
[2025-12-03T21:01:11.840679] [INFO ] [main      ] VSTS: Signal=1 (Conf=90.0%), Magnitude=0.77% (Conf=54.9689%)
[2025-12-03T21:01:11.840864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:11.841067] [INFO ] [main      ] Progress: 132/965 forecasts completed (13.7%). VSTS finished in 0.6s. ETA: 2m 21s. Rate: 355.20 forecasts/min
[2025-12-03T21:01:11.841199] [INFO ] [main      ] Fetching symbol history for OXM...
[2025-12-03T21:01:11.841241] [DEBUG] [REMOTE    ] OXM: Fetching historical data.
[2025-12-03T21:01:11.841272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:11.844130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:11.845936] [DEBUG] [REMOTE    ] OCSL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:11.847081] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, N/A% accuracy
[2025-12-03T21:01:11.847138] [INFO ] [LOCAL     ] OCSL: Loaded 5 optimal features with 59.82% confidence from JSON config
[2025-12-03T21:01:11.847170] [DEBUG] [MAG       ] Building data for symbol: OCSL with lookback: 0
[2025-12-03T21:01:11.847981] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:11.848069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:11.852223] [DEBUG] [REMOTE    ] OXM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:11.852984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:11.853111] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 4 features, N/A% accuracy
[2025-12-03T21:01:11.853166] [INFO ] [LOCAL     ] OXM: Loaded 4 optimal features with 49.10% confidence from JSON config
[2025-12-03T21:01:11.853196] [DEBUG] [MAG       ] Building data for symbol: OXM with lookback: 0
[2025-12-03T21:01:11.853978] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:11.854035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:11.855419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:11.857111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:11.858770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:11.859560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:11.860264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:11.861348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:11.907666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:11.908936] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:11.910199] [INFO ] [LOCAL     ] COLL: Saved forecast.
[2025-12-03T21:01:11.910270] [INFO ] [main      ] COLL: Signal=1 (Conf=90.0%), Magnitude=-0.19% (Conf=57.4254%)
[2025-12-03T21:01:11.910654] [INFO ] [main      ] Fetching symbol history for MBC...
[2025-12-03T21:01:11.910703] [DEBUG] [REMOTE    ] MBC: Fetching historical data.
[2025-12-03T21:01:11.910669] [INFO ] [main      ] Progress: 133/965 forecasts completed (13.8%). COLL finished in 0.6s. ETA: 2m 20s. Rate: 356.78 forecasts/min
[2025-12-03T21:01:11.922265] [DEBUG] [REMOTE    ] MBC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:11.923955] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 2 features, N/A% accuracy
[2025-12-03T21:01:11.924007] [INFO ] [LOCAL     ] MBC: Loaded 2 optimal features with 59.38% confidence from JSON config
[2025-12-03T21:01:11.924037] [DEBUG] [MAG       ] Building data for symbol: MBC with lookback: 0
[2025-12-03T21:01:11.924819] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:11.924875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:11.925569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:11.931168] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:12.187955] [DEBUG] [MAG       ] REYN: Last date is validated at 2025-12-03
[2025-12-03T21:01:12.197391] [DEBUG] [MAG       ] OXM: Last date is validated at 2025-12-03
[2025-12-03T21:01:12.242817] [DEBUG] [MAG       ] OCSL: Last date is validated at 2025-12-03
[2025-12-03T21:01:12.264560] [DEBUG] [MAG       ] MBC: Last date is validated at 2025-12-03
[2025-12-03T21:01:12.354530] [DEBUG] [MAG       ] REYN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:12.366810] [DEBUG] [MAG       ] OXM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:12.410931] [DEBUG] [MAG       ] OCSL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:12.431588] [INFO ] [LOCAL     ] REYN: Saved forecast.
[2025-12-03T21:01:12.431670] [INFO ] [main      ] REYN: Signal=1 (Conf=90.0%), Magnitude=1.30% (Conf=56.029%)
[2025-12-03T21:01:12.431601] [DEBUG] [MAG       ] MBC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:12.432024] [INFO ] [main      ] Fetching symbol history for IMMX...
[2025-12-03T21:01:12.432076] [DEBUG] [REMOTE    ] IMMX: Fetching historical data.
[2025-12-03T21:01:12.433075] [INFO ] [main      ] Progress: 134/965 forecasts completed (13.9%). REYN finished in 0.6s. ETA: 2m 22s. Rate: 351.26 forecasts/min
[2025-12-03T21:01:12.446199] [DEBUG] [REMOTE    ] IMMX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:12.449677] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, N/A% accuracy
[2025-12-03T21:01:12.449753] [INFO ] [LOCAL     ] IMMX: Loaded 4 optimal features with 45.64% confidence from JSON config
[2025-12-03T21:01:12.449808] [DEBUG] [MAG       ] Building data for symbol: IMMX with lookback: 0
[2025-12-03T21:01:12.450877] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:12.450938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:12.455906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:12.457762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:12.458279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:12.458694] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:12.470705] [INFO ] [LOCAL     ] OXM: Saved forecast.
[2025-12-03T21:01:12.470774] [INFO ] [main      ] OXM: Signal=1 (Conf=90.0%), Magnitude=4.69% (Conf=49.0998%)
[2025-12-03T21:01:12.471114] [INFO ] [main      ] Progress: 135/965 forecasts completed (14.0%). OXM finished in 0.6s. ETA: 2m 21s. Rate: 353.29 forecasts/min
[2025-12-03T21:01:12.471237] [INFO ] [main      ] Fetching symbol history for PD...
[2025-12-03T21:01:12.471281] [DEBUG] [REMOTE    ] PD: Fetching historical data.
[2025-12-03T21:01:12.479937] [INFO ] [LOCAL     ] OCSL: Saved forecast.
[2025-12-03T21:01:12.480003] [INFO ] [main      ] OCSL: Signal=1 (Conf=90.0%), Magnitude=3.07% (Conf=59.8228%)
[2025-12-03T21:01:12.480389] [INFO ] [main      ] Progress: 136/965 forecasts completed (14.1%). OCSL finished in 0.6s. ETA: 2m 20s. Rate: 355.76 forecasts/min
[2025-12-03T21:01:12.480510] [INFO ] [main      ] Fetching symbol history for PNQI...
[2025-12-03T21:01:12.480551] [DEBUG] [REMOTE    ] PNQI: Fetching historical data.
[2025-12-03T21:01:12.483766] [DEBUG] [REMOTE    ] PD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:12.484753] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, N/A% accuracy
[2025-12-03T21:01:12.484810] [INFO ] [LOCAL     ] PD: Loaded 4 optimal features with 47.28% confidence from JSON config
[2025-12-03T21:01:12.484843] [DEBUG] [MAG       ] Building data for symbol: PD with lookback: 0
[2025-12-03T21:01:12.485761] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:12.485827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:12.490799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:12.492067] [DEBUG] [REMOTE    ] PNQI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:12.492111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:12.493095] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 5 features, N/A% accuracy
[2025-12-03T21:01:12.493151] [INFO ] [LOCAL     ] PNQI: Loaded 5 optimal features with 51.28% confidence from JSON config
[2025-12-03T21:01:12.493182] [DEBUG] [MAG       ] Building data for symbol: PNQI with lookback: 0
[2025-12-03T21:01:12.493404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:12.494092] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:12.494109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:12.494157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:12.499072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:12.500014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:12.500138] [INFO ] [LOCAL     ] MBC: Saved forecast.
[2025-12-03T21:01:12.500205] [INFO ] [main      ] MBC: Signal=1 (Conf=90.0%), Magnitude=1.78% (Conf=59.3782%)
[2025-12-03T21:01:12.500566] [INFO ] [main      ] Fetching symbol history for GLPG...
[2025-12-03T21:01:12.500632] [DEBUG] [REMOTE    ] GLPG: Fetching historical data.
[2025-12-03T21:01:12.501655] [INFO ] [main      ] Progress: 137/965 forecasts completed (14.2%). MBC finished in 0.6s. ETA: 2m 19s. Rate: 358.05 forecasts/min
[2025-12-03T21:01:12.504267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:12.505437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:12.506644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:12.512040] [DEBUG] [REMOTE    ] GLPG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:12.512937] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 6 features, N/A% accuracy
[2025-12-03T21:01:12.512993] [INFO ] [LOCAL     ] GLPG: Loaded 6 optimal features with 49.18% confidence from JSON config
[2025-12-03T21:01:12.513024] [DEBUG] [MAG       ] Building data for symbol: GLPG with lookback: 0
[2025-12-03T21:01:12.513837] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:12.513896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:12.518728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:12.522680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:12.523156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:12.523609] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:12.523999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:12.525302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:12.834490] [DEBUG] [MAG       ] IMMX: Last date is validated at 2025-12-03
[2025-12-03T21:01:12.841075] [DEBUG] [MAG       ] PNQI: Last date is validated at 2025-12-03
[2025-12-03T21:01:12.853139] [DEBUG] [MAG       ] PD: Last date is validated at 2025-12-03
[2025-12-03T21:01:12.865875] [DEBUG] [MAG       ] GLPG: Last date is validated at 2025-12-03
[2025-12-03T21:01:13.012175] [DEBUG] [MAG       ] PNQI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:13.016033] [DEBUG] [MAG       ] IMMX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:13.017259] [DEBUG] [MAG       ] PD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:13.036600] [DEBUG] [MAG       ] GLPG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:13.072880] [INFO ] [LOCAL     ] IMMX: Saved forecast.
[2025-12-03T21:01:13.072950] [INFO ] [main      ] IMMX: Signal=1 (Conf=90.0%), Magnitude=-0.54% (Conf=45.6358%)
[2025-12-03T21:01:13.073303] [INFO ] [main      ] Fetching symbol history for VMD...
[2025-12-03T21:01:13.073354] [DEBUG] [REMOTE    ] VMD: Fetching historical data.
[2025-12-03T21:01:13.074367] [INFO ] [main      ] Progress: 138/965 forecasts completed (14.3%). IMMX finished in 0.6s. ETA: 2m 21s. Rate: 351.88 forecasts/min
[2025-12-03T21:01:13.084966] [DEBUG] [REMOTE    ] VMD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:13.085929] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 13 features, N/A% accuracy
[2025-12-03T21:01:13.085979] [INFO ] [LOCAL     ] VMD: Loaded 13 optimal features with 66.03% confidence from JSON config
[2025-12-03T21:01:13.086011] [DEBUG] [MAG       ] Building data for symbol: VMD with lookback: 0
[2025-12-03T21:01:13.086792] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-12-03T21:01:13.086856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:13.091709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:13.093919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:13.094408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:13.094706] [INFO ] [LOCAL     ] PNQI: Saved forecast.
[2025-12-03T21:01:13.094775] [INFO ] [main      ] PNQI: Signal=1 (Conf=90.0%), Magnitude=-0.95% (Conf=51.2772%)
[2025-12-03T21:01:13.094823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:13.095039] [INFO ] [LOCAL     ] PD: Saved forecast.
[2025-12-03T21:01:13.095104] [INFO ] [main      ] PD: Signal=1 (Conf=90.0%), Magnitude=1.73% (Conf=47.277%)
[2025-12-03T21:01:13.095139] [INFO ] [main      ] Progress: 139/965 forecasts completed (14.4%). PNQI finished in 0.6s. ETA: 2m 20s. Rate: 354.12 forecasts/min
[2025-12-03T21:01:13.095291] [INFO ] [main      ] Fetching symbol history for AFCG...
[2025-12-03T21:01:13.095336] [DEBUG] [REMOTE    ] AFCG: Fetching historical data.
[2025-12-03T21:01:13.095563] [INFO ] [main      ] Fetching symbol history for JACK...
[2025-12-03T21:01:13.095612] [INFO ] [main      ] Progress: 140/965 forecasts completed (14.5%). PD finished in 0.6s. ETA: 2m 19s. Rate: 356.66 forecasts/min
[2025-12-03T21:01:13.095678] [DEBUG] [REMOTE    ] JACK: Fetching historical data.
[2025-12-03T21:01:13.107115] [DEBUG] [REMOTE    ] JACK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:13.107190] [DEBUG] [REMOTE    ] AFCG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:13.108004] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 8 features, N/A% accuracy
[2025-12-03T21:01:13.108009] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 7 features, N/A% accuracy
[2025-12-03T21:01:13.108080] [INFO ] [LOCAL     ] JACK: Loaded 7 optimal features with 51.70% confidence from JSON config
[2025-12-03T21:01:13.108080] [INFO ] [LOCAL     ] AFCG: Loaded 8 optimal features with 65.17% confidence from JSON config
[2025-12-03T21:01:13.108112] [DEBUG] [MAG       ] Building data for symbol: JACK with lookback: 0
[2025-12-03T21:01:13.108123] [DEBUG] [MAG       ] Building data for symbol: AFCG with lookback: 0
[2025-12-03T21:01:13.108896] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:13.108956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:13.108928] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:13.109009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:13.110619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:13.111119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:13.111500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:13.112231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:13.113044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:13.113910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:13.115755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:13.116238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:13.116656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:13.117497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:13.119991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:13.120086] [INFO ] [LOCAL     ] GLPG: Saved forecast.
[2025-12-03T21:01:13.120154] [INFO ] [main      ] GLPG: Signal=1 (Conf=90.0%), Magnitude=-2.38% (Conf=49.1755%)
[2025-12-03T21:01:13.120514] [INFO ] [main      ] Progress: 141/965 forecasts completed (14.6%). GLPG finished in 0.6s. ETA: 2m 18s. Rate: 358.83 forecasts/min
[2025-12-03T21:01:13.120730] [INFO ] [main      ] Fetching symbol history for UDMY...
[2025-12-03T21:01:13.120778] [DEBUG] [REMOTE    ] UDMY: Fetching historical data.
[2025-12-03T21:01:13.131943] [DEBUG] [REMOTE    ] UDMY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:13.132982] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 3 features, N/A% accuracy
[2025-12-03T21:01:13.133046] [INFO ] [LOCAL     ] UDMY: Loaded 3 optimal features with 38.34% confidence from JSON config
[2025-12-03T21:01:13.133079] [DEBUG] [MAG       ] Building data for symbol: UDMY with lookback: 0
[2025-12-03T21:01:13.133879] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:13.133951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:13.138868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:13.139844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:13.141752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:13.150743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:13.151821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:13.172429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:13.173302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:13.176061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:13.176744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:13.177227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:13.178292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:13.179938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:13.181031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:13.181756] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:13.233023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:13.233935] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:13.476296] [DEBUG] [MAG       ] UDMY: Last date is validated at 2025-12-03
[2025-12-03T21:01:13.480450] [DEBUG] [MAG       ] JACK: Last date is validated at 2025-12-03
[2025-12-03T21:01:13.529663] [DEBUG] [MAG       ] VMD: Last date is validated at 2025-12-03
[2025-12-03T21:01:13.569446] [DEBUG] [MAG       ] AFCG: Last date is validated at 2025-12-03
[2025-12-03T21:01:13.642044] [DEBUG] [MAG       ] UDMY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:13.649009] [DEBUG] [MAG       ] JACK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:13.705946] [DEBUG] [MAG       ] VMD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:13.707214] [INFO ] [LOCAL     ] UDMY: Saved forecast.
[2025-12-03T21:01:13.707278] [INFO ] [main      ] UDMY: Signal=1 (Conf=90.0%), Magnitude=0.43% (Conf=38.3415%)
[2025-12-03T21:01:13.707600] [INFO ] [main      ] Fetching symbol history for CRVL...
[2025-12-03T21:01:13.707650] [DEBUG] [REMOTE    ] CRVL: Fetching historical data.
[2025-12-03T21:01:13.708535] [INFO ] [main      ] Progress: 142/965 forecasts completed (14.7%). UDMY finished in 0.6s. ETA: 2m 20s. Rate: 352.58 forecasts/min
[2025-12-03T21:01:13.719072] [DEBUG] [REMOTE    ] CRVL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:13.720266] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 5 features, N/A% accuracy
[2025-12-03T21:01:13.720319] [INFO ] [LOCAL     ] CRVL: Loaded 5 optimal features with 45.09% confidence from JSON config
[2025-12-03T21:01:13.720350] [DEBUG] [MAG       ] Building data for symbol: CRVL with lookback: 0
[2025-12-03T21:01:13.721195] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:13.721256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:13.726099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:13.726929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:13.738728] [DEBUG] [MAG       ] AFCG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:13.742908] [INFO ] [LOCAL     ] JACK: Saved forecast.
[2025-12-03T21:01:13.742969] [INFO ] [main      ] JACK: Signal=1 (Conf=90.0%), Magnitude=6.06% (Conf=51.7019%)
[2025-12-03T21:01:13.743332] [INFO ] [main      ] Progress: 143/965 forecasts completed (14.8%). JACK finished in 0.6s. ETA: 2m 19s. Rate: 354.55 forecasts/min
[2025-12-03T21:01:13.743482] [INFO ] [main      ] Fetching symbol history for ETO...
[2025-12-03T21:01:13.743536] [DEBUG] [REMOTE    ] ETO: Fetching historical data.
[2025-12-03T21:01:13.754823] [DEBUG] [REMOTE    ] ETO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:13.755855] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 3 features, N/A% accuracy
[2025-12-03T21:01:13.755914] [INFO ] [LOCAL     ] ETO: Loaded 3 optimal features with 55.91% confidence from JSON config
[2025-12-03T21:01:13.755955] [DEBUG] [MAG       ] Building data for symbol: ETO with lookback: 0
[2025-12-03T21:01:13.756761] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:13.756817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:13.761610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:13.763373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:13.763849] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:13.767968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:13.769134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:13.771381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:13.777158] [INFO ] [LOCAL     ] VMD: Saved forecast.
[2025-12-03T21:01:13.777232] [INFO ] [main      ] VMD: Signal=1 (Conf=90.0%), Magnitude=-2.08% (Conf=66.0284%)
[2025-12-03T21:01:13.777603] [INFO ] [main      ] Fetching symbol history for MIGI...
[2025-12-03T21:01:13.777655] [DEBUG] [REMOTE    ] MIGI: Fetching historical data.
[2025-12-03T21:01:13.777652] [INFO ] [main      ] Progress: 144/965 forecasts completed (14.9%). VMD finished in 0.7s. ETA: 2m 18s. Rate: 356.53 forecasts/min
[2025-12-03T21:01:13.789340] [DEBUG] [REMOTE    ] MIGI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:13.790462] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 4 features, N/A% accuracy
[2025-12-03T21:01:13.790518] [INFO ] [LOCAL     ] MIGI: Loaded 4 optimal features with 54.68% confidence from JSON config
[2025-12-03T21:01:13.790551] [DEBUG] [MAG       ] Building data for symbol: MIGI with lookback: 0
[2025-12-03T21:01:13.791420] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:13.791481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:13.796489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:13.797543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:13.799127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:13.801948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:13.805341] [INFO ] [LOCAL     ] AFCG: Saved forecast.
[2025-12-03T21:01:13.805405] [INFO ] [main      ] AFCG: Signal=1 (Conf=90.0%), Magnitude=-6.53% (Conf=65.1725%)
[2025-12-03T21:01:13.805562] [INFO ] [main      ] Fetching symbol history for RMI...
[2025-12-03T21:01:13.805825] [DEBUG] [REMOTE    ] RMI: Fetching historical data.
[2025-12-03T21:01:13.807630] [INFO ] [main      ] Progress: 145/965 forecasts completed (15.0%). AFCG finished in 0.7s. ETA: 2m 17s. Rate: 358.56 forecasts/min
[2025-12-03T21:01:13.816992] [DEBUG] [REMOTE    ] RMI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:13.817924] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 6 features, N/A% accuracy
[2025-12-03T21:01:13.817977] [INFO ] [LOCAL     ] RMI: Loaded 6 optimal features with 51.96% confidence from JSON config
[2025-12-03T21:01:13.818008] [DEBUG] [MAG       ] Building data for symbol: RMI with lookback: 0
[2025-12-03T21:01:13.818827] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:13.818888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:13.819770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:13.820993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:13.822821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:13.823327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:13.824403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:13.826406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:14.100933] [DEBUG] [MAG       ] ETO: Last date is validated at 2025-12-03
[2025-12-03T21:01:14.110121] [DEBUG] [MAG       ] CRVL: Last date is validated at 2025-12-03
[2025-12-03T21:01:14.163394] [DEBUG] [MAG       ] MIGI: Last date is validated at 2025-12-03
[2025-12-03T21:01:14.168667] [DEBUG] [MAG       ] RMI: Last date is validated at 2025-12-03
[2025-12-03T21:01:14.269741] [DEBUG] [MAG       ] ETO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:14.279174] [DEBUG] [MAG       ] CRVL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:14.335661] [INFO ] [LOCAL     ] ETO: Saved forecast.
[2025-12-03T21:01:14.335727] [INFO ] [main      ] ETO: Signal=1 (Conf=90.0%), Magnitude=-0.69% (Conf=55.911%)
[2025-12-03T21:01:14.336035] [INFO ] [main      ] Fetching symbol history for AMN...
[2025-12-03T21:01:14.336083] [DEBUG] [REMOTE    ] AMN: Fetching historical data.
[2025-12-03T21:01:14.336979] [INFO ] [main      ] Progress: 146/965 forecasts completed (15.1%). ETO finished in 0.6s. ETA: 2m 19s. Rate: 353.32 forecasts/min
[2025-12-03T21:01:14.337956] [DEBUG] [MAG       ] RMI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:14.342408] [DEBUG] [MAG       ] MIGI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:14.347784] [DEBUG] [REMOTE    ] AMN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:14.348807] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 4 features, N/A% accuracy
[2025-12-03T21:01:14.348865] [INFO ] [LOCAL     ] AMN: Loaded 4 optimal features with 46.50% confidence from JSON config
[2025-12-03T21:01:14.348897] [DEBUG] [MAG       ] Building data for symbol: AMN with lookback: 0
[2025-12-03T21:01:14.349752] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:14.349812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:14.350528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:14.395871] [INFO ] [LOCAL     ] CRVL: Saved forecast.
[2025-12-03T21:01:14.395940] [INFO ] [main      ] CRVL: Signal=1 (Conf=90.0%), Magnitude=0.95% (Conf=45.089%)
[2025-12-03T21:01:14.396294] [INFO ] [main      ] Progress: 147/965 forecasts completed (15.2%). CRVL finished in 0.7s. ETA: 2m 18s. Rate: 354.89 forecasts/min
[2025-12-03T21:01:14.396418] [INFO ] [main      ] Fetching symbol history for SSRM...
[2025-12-03T21:01:14.396460] [DEBUG] [REMOTE    ] SSRM: Fetching historical data.
[2025-12-03T21:01:14.408250] [DEBUG] [REMOTE    ] SSRM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:14.409146] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 5 features, N/A% accuracy
[2025-12-03T21:01:14.409197] [INFO ] [LOCAL     ] SSRM: Loaded 5 optimal features with 50.27% confidence from JSON config
[2025-12-03T21:01:14.409229] [DEBUG] [MAG       ] Building data for symbol: SSRM with lookback: 0
[2025-12-03T21:01:14.410041] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:14.410100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:14.411792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:14.412303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:14.412842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:14.413242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:14.415622] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:14.436976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:14.439296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:14.440711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:14.451482] [INFO ] [LOCAL     ] RMI: Saved forecast.
[2025-12-03T21:01:14.451554] [INFO ] [main      ] RMI: Signal=1 (Conf=90.0%), Magnitude=1.16% (Conf=51.9606%)
[2025-12-03T21:01:14.452016] [INFO ] [main      ] Fetching symbol history for RDY...
[2025-12-03T21:01:14.452067] [DEBUG] [REMOTE    ] RDY: Fetching historical data.
[2025-12-03T21:01:14.452672] [INFO ] [main      ] Progress: 148/965 forecasts completed (15.3%). RMI finished in 0.6s. ETA: 2m 18s. Rate: 356.50 forecasts/min
[2025-12-03T21:01:14.458064] [INFO ] [LOCAL     ] MIGI: Saved forecast.
[2025-12-03T21:01:14.458137] [INFO ] [main      ] MIGI: Signal=1 (Conf=90.0%), Magnitude=9.84% (Conf=54.6766%)
[2025-12-03T21:01:14.458493] [INFO ] [main      ] Fetching symbol history for NDAQ...
[2025-12-03T21:01:14.458543] [DEBUG] [REMOTE    ] NDAQ: Fetching historical data.
[2025-12-03T21:01:14.459634] [INFO ] [main      ] Progress: 149/965 forecasts completed (15.4%). MIGI finished in 0.7s. ETA: 2m 16s. Rate: 358.81 forecasts/min
[2025-12-03T21:01:14.465632] [DEBUG] [REMOTE    ] RDY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:14.466566] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 2 features, N/A% accuracy
[2025-12-03T21:01:14.466641] [INFO ] [LOCAL     ] RDY: Loaded 2 optimal features with 48.90% confidence from JSON config
[2025-12-03T21:01:14.466671] [DEBUG] [MAG       ] Building data for symbol: RDY with lookback: 0
[2025-12-03T21:01:14.467469] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:14.467526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:14.469928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:14.469899] [DEBUG] [REMOTE    ] NDAQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:14.471024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:14.471374] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 3 features, N/A% accuracy
[2025-12-03T21:01:14.471439] [INFO ] [LOCAL     ] NDAQ: Loaded 3 optimal features with 76.03% confidence from JSON config
[2025-12-03T21:01:14.471473] [DEBUG] [MAG       ] Building data for symbol: NDAQ with lookback: 0
[2025-12-03T21:01:14.472283] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:14.472347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:14.473312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:14.474541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:14.476026] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:14.758765] [DEBUG] [MAG       ] SSRM: Last date is validated at 2025-12-03
[2025-12-03T21:01:14.785661] [DEBUG] [MAG       ] AMN: Last date is validated at 2025-12-03
[2025-12-03T21:01:14.804273] [DEBUG] [MAG       ] RDY: Last date is validated at 2025-12-03
[2025-12-03T21:01:14.823414] [DEBUG] [MAG       ] NDAQ: Last date is validated at 2025-12-03
[2025-12-03T21:01:14.928162] [DEBUG] [MAG       ] SSRM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:14.960209] [DEBUG] [MAG       ] AMN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:14.967734] [DEBUG] [MAG       ] RDY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:15.000856] [DEBUG] [MAG       ] NDAQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:15.004144] [INFO ] [LOCAL     ] SSRM: Saved forecast.
[2025-12-03T21:01:15.004206] [INFO ] [main      ] SSRM: Signal=1 (Conf=90.0%), Magnitude=0.50% (Conf=50.2712%)
[2025-12-03T21:01:15.004522] [INFO ] [main      ] Fetching symbol history for INVH...
[2025-12-03T21:01:15.004570] [DEBUG] [REMOTE    ] INVH: Fetching historical data.
[2025-12-03T21:01:15.005664] [INFO ] [main      ] Progress: 150/965 forecasts completed (15.5%). SSRM finished in 0.6s. ETA: 2m 18s. Rate: 353.47 forecasts/min
[2025-12-03T21:01:15.016363] [DEBUG] [REMOTE    ] INVH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:15.017383] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 5 features, N/A% accuracy
[2025-12-03T21:01:15.017446] [INFO ] [LOCAL     ] INVH: Loaded 5 optimal features with 49.45% confidence from JSON config
[2025-12-03T21:01:15.017478] [DEBUG] [MAG       ] Building data for symbol: INVH with lookback: 0
[2025-12-03T21:01:15.018296] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:15.018355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:15.020105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:15.020644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:15.021046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:15.023489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:15.028680] [INFO ] [LOCAL     ] RDY: Saved forecast.
[2025-12-03T21:01:15.028741] [INFO ] [main      ] RDY: Signal=1 (Conf=90.0%), Magnitude=-0.22% (Conf=48.8976%)
[2025-12-03T21:01:15.029033] [INFO ] [main      ] Progress: 151/965 forecasts completed (15.6%). RDY finished in 0.6s. ETA: 2m 17s. Rate: 355.50 forecasts/min
[2025-12-03T21:01:15.029142] [INFO ] [main      ] Fetching symbol history for CFFN...
[2025-12-03T21:01:15.029182] [DEBUG] [REMOTE    ] CFFN: Fetching historical data.
[2025-12-03T21:01:15.040121] [DEBUG] [REMOTE    ] CFFN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:15.041182] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 6 features, N/A% accuracy
[2025-12-03T21:01:15.041232] [INFO ] [LOCAL     ] CFFN: Loaded 6 optimal features with 50.57% confidence from JSON config
[2025-12-03T21:01:15.041262] [DEBUG] [MAG       ] Building data for symbol: CFFN with lookback: 0
[2025-12-03T21:01:15.042043] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:15.042103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:15.046753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:15.048492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:15.048974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:15.049707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:15.050472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:15.051649] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:15.061062] [INFO ] [LOCAL     ] AMN: Saved forecast.
[2025-12-03T21:01:15.061135] [INFO ] [main      ] AMN: Signal=1 (Conf=90.0%), Magnitude=3.28% (Conf=46.496%)
[2025-12-03T21:01:15.061563] [INFO ] [main      ] Fetching symbol history for TSLX...
[2025-12-03T21:01:15.061630] [DEBUG] [REMOTE    ] TSLX: Fetching historical data.
[2025-12-03T21:01:15.061648] [INFO ] [main      ] Progress: 152/965 forecasts completed (15.8%). AMN finished in 0.7s. ETA: 2m 16s. Rate: 357.40 forecasts/min
[2025-12-03T21:01:15.062966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:15.073053] [DEBUG] [REMOTE    ] TSLX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:15.074300] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 7 features, N/A% accuracy
[2025-12-03T21:01:15.074411] [INFO ] [LOCAL     ] TSLX: Loaded 7 optimal features with 48.33% confidence from JSON config
[2025-12-03T21:01:15.074473] [DEBUG] [MAG       ] Building data for symbol: TSLX with lookback: 0
[2025-12-03T21:01:15.075655] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:15.075731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:15.080937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:15.082951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:15.083461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:15.083878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:15.133676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:15.134764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:15.180630] [INFO ] [LOCAL     ] NDAQ: Saved forecast.
[2025-12-03T21:01:15.180700] [INFO ] [main      ] NDAQ: Signal=1 (Conf=90.0%), Magnitude=-1.43% (Conf=76.025%)
[2025-12-03T21:01:15.181066] [INFO ] [main      ] Fetching symbol history for BSCQ...
[2025-12-03T21:01:15.181117] [DEBUG] [REMOTE    ] BSCQ: Fetching historical data.
[2025-12-03T21:01:15.181636] [INFO ] [main      ] Progress: 153/965 forecasts completed (15.9%). NDAQ finished in 0.7s. ETA: 2m 16s. Rate: 358.06 forecasts/min
[2025-12-03T21:01:15.193161] [DEBUG] [REMOTE    ] BSCQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:15.194628] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 53 features, N/A% accuracy
[2025-12-03T21:01:15.194680] [INFO ] [LOCAL     ] BSCQ: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-03T21:01:15.194712] [DEBUG] [MAG       ] Building data for symbol: BSCQ with lookback: 0
[2025-12-03T21:01:15.195495] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-03T21:01:15.195612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:15.200638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:15.202498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:15.203013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:15.203459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:15.203869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:15.204733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:15.205545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:15.207733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:15.208008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:15.326382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:15.328434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:15.369130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:15.370274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:15.386191] [DEBUG] [MAG       ] CFFN: Last date is validated at 2025-12-03
[2025-12-03T21:01:15.408160] [DEBUG] [MAG       ] INVH: Last date is validated at 2025-12-03
[2025-12-03T21:01:15.411644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:15.412565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:15.413839] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:15.492847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:15.493743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:15.495624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:15.498452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:15.499554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:15.501606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:15.502353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:15.507189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:15.508395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:15.509767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:15.511348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:15.514290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:15.514981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:15.515710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:15.517747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:15.518852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:15.519565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:15.520300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:01:15.521037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:15.523862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:15.525504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:15.528066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:15.530318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:15.534189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:15.542858] [DEBUG] [MAG       ] TSLX: Last date is validated at 2025-12-03
[2025-12-03T21:01:15.552561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:15.553473] [DEBUG] [MAG       ] CFFN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:15.553779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:15.555478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:15.556236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:15.557892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:15.559525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:15.560477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:15.561692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:15.562953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:15.565378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:15.567051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:15.569970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:15.571846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:15.574831] [DEBUG] [MAG       ] INVH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:15.577801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:15.612627] [INFO ] [LOCAL     ] CFFN: Saved forecast.
[2025-12-03T21:01:15.612694] [INFO ] [main      ] CFFN: Signal=1 (Conf=90.0%), Magnitude=0.14% (Conf=50.5708%)
[2025-12-03T21:01:15.612992] [INFO ] [main      ] Fetching symbol history for HMC...
[2025-12-03T21:01:15.613040] [DEBUG] [REMOTE    ] HMC: Fetching historical data.
[2025-12-03T21:01:15.613913] [INFO ] [main      ] Progress: 154/965 forecasts completed (16.0%). CFFN finished in 0.6s. ETA: 2m 17s. Rate: 354.43 forecasts/min
[2025-12-03T21:01:15.624428] [DEBUG] [REMOTE    ] HMC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:15.625416] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 4 features, N/A% accuracy
[2025-12-03T21:01:15.625465] [INFO ] [LOCAL     ] HMC: Loaded 4 optimal features with 56.85% confidence from JSON config
[2025-12-03T21:01:15.625495] [DEBUG] [MAG       ] Building data for symbol: HMC with lookback: 0
[2025-12-03T21:01:15.626261] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:15.626329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:15.628666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:15.631283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:15.632646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:15.633680] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:15.646762] [INFO ] [LOCAL     ] INVH: Saved forecast.
[2025-12-03T21:01:15.646829] [INFO ] [main      ] INVH: Signal=1 (Conf=90.0%), Magnitude=0.47% (Conf=49.4506%)
[2025-12-03T21:01:15.647150] [INFO ] [main      ] Fetching symbol history for POWI...
[2025-12-03T21:01:15.647197] [DEBUG] [REMOTE    ] POWI: Fetching historical data.
[2025-12-03T21:01:15.647641] [INFO ] [main      ] Progress: 155/965 forecasts completed (16.1%). INVH finished in 0.6s. ETA: 2m 16s. Rate: 356.27 forecasts/min
[2025-12-03T21:01:15.658114] [DEBUG] [REMOTE    ] POWI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:15.660623] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 5 features, N/A% accuracy
[2025-12-03T21:01:15.660679] [INFO ] [LOCAL     ] POWI: Loaded 5 optimal features with 59.16% confidence from JSON config
[2025-12-03T21:01:15.660711] [DEBUG] [MAG       ] Building data for symbol: POWI with lookback: 0
[2025-12-03T21:01:15.661477] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:15.661535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:15.663215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:15.663728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:15.664113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:15.666375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:15.683697] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:15.719388] [DEBUG] [MAG       ] TSLX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:15.787619] [INFO ] [LOCAL     ] TSLX: Saved forecast.
[2025-12-03T21:01:15.787690] [INFO ] [main      ] TSLX: Signal=1 (Conf=90.0%), Magnitude=3.19% (Conf=48.3251%)
[2025-12-03T21:01:15.788154] [INFO ] [main      ] Fetching symbol history for TCPC...
[2025-12-03T21:01:15.788207] [DEBUG] [REMOTE    ] TCPC: Fetching historical data.
[2025-12-03T21:01:15.788654] [INFO ] [main      ] Progress: 156/965 forecasts completed (16.2%). TSLX finished in 0.7s. ETA: 2m 16s. Rate: 356.64 forecasts/min
[2025-12-03T21:01:15.800100] [DEBUG] [REMOTE    ] TCPC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:15.801356] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 5 features, N/A% accuracy
[2025-12-03T21:01:15.801421] [INFO ] [LOCAL     ] TCPC: Loaded 5 optimal features with 51.44% confidence from JSON config
[2025-12-03T21:01:15.801455] [DEBUG] [MAG       ] Building data for symbol: TCPC with lookback: 0
[2025-12-03T21:01:15.802288] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:15.802350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:15.807261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:15.809040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:15.809688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:15.811807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:15.813475] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:15.935844] [DEBUG] [MAG       ] BSCQ: Last date is validated at 2025-12-03
[2025-12-03T21:01:15.970327] [DEBUG] [MAG       ] HMC: Last date is validated at 2025-12-03
[2025-12-03T21:01:16.013476] [DEBUG] [MAG       ] POWI: Last date is validated at 2025-12-03
[2025-12-03T21:01:16.109313] [DEBUG] [MAG       ] BSCQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:16.134462] [DEBUG] [MAG       ] HMC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:16.147201] [DEBUG] [MAG       ] TCPC: Last date is validated at 2025-12-03
[2025-12-03T21:01:16.176470] [DEBUG] [MAG       ] POWI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:16.211662] [INFO ] [LOCAL     ] HMC: Saved forecast.
[2025-12-03T21:01:16.211729] [INFO ] [main      ] HMC: Signal=1 (Conf=90.0%), Magnitude=2.04% (Conf=56.8453%)
[2025-12-03T21:01:16.212079] [INFO ] [main      ] Progress: 157/965 forecasts completed (16.3%). HMC finished in 0.6s. ETA: 2m 17s. Rate: 353.23 forecasts/min
[2025-12-03T21:01:16.212198] [INFO ] [main      ] Fetching symbol history for FOSL...
[2025-12-03T21:01:16.212239] [DEBUG] [REMOTE    ] FOSL: Fetching historical data.
[2025-12-03T21:01:16.223510] [DEBUG] [REMOTE    ] FOSL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:16.228884] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 4 features, N/A% accuracy
[2025-12-03T21:01:16.228938] [INFO ] [LOCAL     ] FOSL: Loaded 4 optimal features with 46.71% confidence from JSON config
[2025-12-03T21:01:16.228968] [DEBUG] [MAG       ] Building data for symbol: FOSL with lookback: 0
[2025-12-03T21:01:16.229771] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:16.229830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:16.234440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:16.235480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:16.236288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:16.240811] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:16.282551] [INFO ] [LOCAL     ] POWI: Saved forecast.
[2025-12-03T21:01:16.282635] [INFO ] [main      ] POWI: Signal=1 (Conf=90.0%), Magnitude=-0.78% (Conf=59.1634%)
[2025-12-03T21:01:16.282972] [INFO ] [main      ] Fetching symbol history for MILN...
[2025-12-03T21:01:16.283021] [DEBUG] [REMOTE    ] MILN: Fetching historical data.
[2025-12-03T21:01:16.284663] [INFO ] [main      ] Progress: 158/965 forecasts completed (16.4%). POWI finished in 0.6s. ETA: 2m 17s. Rate: 354.51 forecasts/min
[2025-12-03T21:01:16.293569] [DEBUG] [REMOTE    ] MILN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:16.296556] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 7 features, N/A% accuracy
[2025-12-03T21:01:16.296632] [INFO ] [LOCAL     ] MILN: Loaded 7 optimal features with 56.92% confidence from JSON config
[2025-12-03T21:01:16.296663] [DEBUG] [MAG       ] Building data for symbol: MILN with lookback: 0
[2025-12-03T21:01:16.297418] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:16.297479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:16.298265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:16.299893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:16.300399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:16.301434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:16.303026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:16.304049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:16.304725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:16.317050] [DEBUG] [MAG       ] TCPC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:16.368367] [INFO ] [LOCAL     ] BSCQ: Saved forecast.
[2025-12-03T21:01:16.368438] [INFO ] [main      ] BSCQ: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-03T21:01:16.368812] [INFO ] [main      ] Fetching symbol history for EXPD...
[2025-12-03T21:01:16.368872] [DEBUG] [REMOTE    ] EXPD: Fetching historical data.
[2025-12-03T21:01:16.369654] [INFO ] [main      ] Progress: 159/965 forecasts completed (16.5%). BSCQ finished in 1.2s. ETA: 2m 16s. Rate: 355.63 forecasts/min
[2025-12-03T21:01:16.376490] [INFO ] [LOCAL     ] TCPC: Saved forecast.
[2025-12-03T21:01:16.376557] [INFO ] [main      ] TCPC: Signal=1 (Conf=90.0%), Magnitude=1.51% (Conf=51.4396%)
[2025-12-03T21:01:16.376736] [INFO ] [main      ] Fetching symbol history for TERN...
[2025-12-03T21:01:16.376778] [DEBUG] [REMOTE    ] TERN: Fetching historical data.
[2025-12-03T21:01:16.378609] [INFO ] [main      ] Progress: 160/965 forecasts completed (16.6%). TCPC finished in 0.6s. ETA: 2m 15s. Rate: 357.74 forecasts/min
[2025-12-03T21:01:16.380697] [DEBUG] [REMOTE    ] EXPD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:16.382674] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 4 features, N/A% accuracy
[2025-12-03T21:01:16.382763] [INFO ] [LOCAL     ] EXPD: Loaded 4 optimal features with 55.94% confidence from JSON config
[2025-12-03T21:01:16.382797] [DEBUG] [MAG       ] Building data for symbol: EXPD with lookback: 0
[2025-12-03T21:01:16.383932] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:16.383990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:16.385701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:16.386212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:16.386662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:16.388881] [DEBUG] [REMOTE    ] TERN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:16.389074] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:16.394656] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 5 features, N/A% accuracy
[2025-12-03T21:01:16.394747] [INFO ] [LOCAL     ] TERN: Loaded 5 optimal features with 57.09% confidence from JSON config
[2025-12-03T21:01:16.394780] [DEBUG] [MAG       ] Building data for symbol: TERN with lookback: 0
[2025-12-03T21:01:16.395893] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:16.395959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:16.401114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:16.402544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:16.405493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:16.420987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:16.422631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:16.573102] [DEBUG] [MAG       ] FOSL: Last date is validated at 2025-12-03
[2025-12-03T21:01:16.640956] [DEBUG] [MAG       ] MILN: Last date is validated at 2025-12-03
[2025-12-03T21:01:16.720773] [DEBUG] [MAG       ] EXPD: Last date is validated at 2025-12-03
[2025-12-03T21:01:16.740504] [DEBUG] [MAG       ] FOSL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:16.798965] [INFO ] [LOCAL     ] FOSL: Saved forecast.
[2025-12-03T21:01:16.799032] [INFO ] [main      ] FOSL: Signal=1 (Conf=90.0%), Magnitude=-5.03% (Conf=46.7053%)
[2025-12-03T21:01:16.799486] [INFO ] [main      ] Progress: 161/965 forecasts completed (16.7%). FOSL finished in 0.6s. ETA: 2m 16s. Rate: 354.42 forecasts/min
[2025-12-03T21:01:16.799624] [INFO ] [main      ] Fetching symbol history for ASH...
[2025-12-03T21:01:16.799666] [DEBUG] [REMOTE    ] ASH: Fetching historical data.
[2025-12-03T21:01:16.806736] [DEBUG] [MAG       ] MILN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:16.810722] [DEBUG] [REMOTE    ] ASH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:16.811913] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, N/A% accuracy
[2025-12-03T21:01:16.811976] [INFO ] [LOCAL     ] ASH: Loaded 1 optimal features with 39.98% confidence from JSON config
[2025-12-03T21:01:16.812007] [DEBUG] [MAG       ] Building data for symbol: ASH with lookback: 0
[2025-12-03T21:01:16.812788] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:16.812844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:16.814861] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:16.817546] [DEBUG] [MAG       ] TERN: Last date is validated at 2025-12-03
[2025-12-03T21:01:16.884147] [DEBUG] [MAG       ] EXPD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:16.885231] [INFO ] [LOCAL     ] MILN: Saved forecast.
[2025-12-03T21:01:16.885300] [INFO ] [main      ] MILN: Signal=1 (Conf=90.0%), Magnitude=-0.43% (Conf=56.9192%)
[2025-12-03T21:01:16.885672] [INFO ] [main      ] Fetching symbol history for LEA...
[2025-12-03T21:01:16.885723] [DEBUG] [REMOTE    ] LEA: Fetching historical data.
[2025-12-03T21:01:16.886642] [INFO ] [main      ] Progress: 162/965 forecasts completed (16.8%). MILN finished in 0.6s. ETA: 2m 16s. Rate: 355.49 forecasts/min
[2025-12-03T21:01:16.897020] [DEBUG] [REMOTE    ] LEA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:16.898299] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 5 features, N/A% accuracy
[2025-12-03T21:01:16.898358] [INFO ] [LOCAL     ] LEA: Loaded 5 optimal features with 37.24% confidence from JSON config
[2025-12-03T21:01:16.898388] [DEBUG] [MAG       ] Building data for symbol: LEA with lookback: 0
[2025-12-03T21:01:16.899182] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:16.899241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:16.900213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:16.901525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:16.904346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:16.905048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:16.906544] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:16.997310] [DEBUG] [MAG       ] TERN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:16.997449] [INFO ] [LOCAL     ] EXPD: Saved forecast.
[2025-12-03T21:01:16.997515] [INFO ] [main      ] EXPD: Signal=1 (Conf=90.0%), Magnitude=-0.57% (Conf=55.9392%)
[2025-12-03T21:01:16.997897] [INFO ] [main      ] Fetching symbol history for AEI...
[2025-12-03T21:01:16.997947] [DEBUG] [REMOTE    ] AEI: Fetching historical data.
[2025-12-03T21:01:16.999643] [INFO ] [main      ] Progress: 163/965 forecasts completed (16.9%). EXPD finished in 0.6s. ETA: 2m 15s. Rate: 356.21 forecasts/min
[2025-12-03T21:01:17.009093] [DEBUG] [REMOTE    ] AEI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:17.009961] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 3 features, N/A% accuracy
[2025-12-03T21:01:17.010013] [INFO ] [LOCAL     ] AEI: Loaded 3 optimal features with 48.68% confidence from JSON config
[2025-12-03T21:01:17.010043] [DEBUG] [MAG       ] Building data for symbol: AEI with lookback: 0
[2025-12-03T21:01:17.010844] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:17.010900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:17.015544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:17.053168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:17.053975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:17.091994] [INFO ] [LOCAL     ] TERN: Saved forecast.
[2025-12-03T21:01:17.092064] [INFO ] [main      ] TERN: Signal=1 (Conf=90.0%), Magnitude=-2.79% (Conf=57.0941%)
[2025-12-03T21:01:17.092436] [INFO ] [main      ] Fetching symbol history for EXP...
[2025-12-03T21:01:17.092498] [DEBUG] [REMOTE    ] EXP: Fetching historical data.
[2025-12-03T21:01:17.092637] [INFO ] [main      ] Progress: 164/965 forecasts completed (17.0%). TERN finished in 0.7s. ETA: 2m 15s. Rate: 357.18 forecasts/min
[2025-12-03T21:01:17.104378] [DEBUG] [REMOTE    ] EXP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:17.105359] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 0 features, N/A% accuracy
[2025-12-03T21:01:17.105417] [INFO ] [LOCAL     ] EXP: Loaded 0 optimal features with 51.99% confidence from JSON config
[2025-12-03T21:01:17.105457] [DEBUG] [MAG       ] Building data for symbol: EXP with lookback: 0
[2025-12-03T21:01:17.106294] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:01:17.201420] [DEBUG] [MAG       ] ASH: Last date is validated at 2025-12-03
[2025-12-03T21:01:17.240931] [DEBUG] [MAG       ] LEA: Last date is validated at 2025-12-03
[2025-12-03T21:01:17.373398] [DEBUG] [MAG       ] ASH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:17.387336] [DEBUG] [MAG       ] AEI: Last date is validated at 2025-12-03
[2025-12-03T21:01:17.411286] [DEBUG] [MAG       ] LEA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:17.461132] [INFO ] [LOCAL     ] ASH: Saved forecast.
[2025-12-03T21:01:17.461196] [INFO ] [main      ] ASH: Signal=1 (Conf=90.0%), Magnitude=3.34% (Conf=39.9818%)
[2025-12-03T21:01:17.461651] [INFO ] [main      ] Fetching symbol history for POAI...
[2025-12-03T21:01:17.461552] [INFO ] [main      ] Progress: 165/965 forecasts completed (17.1%). ASH finished in 0.7s. ETA: 2m 15s. Rate: 354.61 forecasts/min
[2025-12-03T21:01:17.461697] [DEBUG] [REMOTE    ] POAI: Fetching historical data.
[2025-12-03T21:01:17.472597] [DEBUG] [REMOTE    ] POAI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:17.473708] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, N/A% accuracy
[2025-12-03T21:01:17.473759] [INFO ] [LOCAL     ] POAI: Loaded 2 optimal features with 59.53% confidence from JSON config
[2025-12-03T21:01:17.473789] [DEBUG] [MAG       ] Building data for symbol: POAI with lookback: 0
[2025-12-03T21:01:17.473953] [DEBUG] [MAG       ] EXP: Last date is validated at 2025-12-03
[2025-12-03T21:01:17.474601] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:17.474660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:17.479703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:17.481890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:17.514342] [INFO ] [LOCAL     ] LEA: Saved forecast.
[2025-12-03T21:01:17.514409] [INFO ] [main      ] LEA: Signal=1 (Conf=90.0%), Magnitude=6.50% (Conf=37.2419%)
[2025-12-03T21:01:17.514846] [INFO ] [main      ] Fetching symbol history for FTSM...
[2025-12-03T21:01:17.514897] [DEBUG] [REMOTE    ] FTSM: Fetching historical data.
[2025-12-03T21:01:17.515667] [INFO ] [main      ] Progress: 166/965 forecasts completed (17.2%). LEA finished in 0.6s. ETA: 2m 15s. Rate: 356.07 forecasts/min
[2025-12-03T21:01:17.526464] [DEBUG] [REMOTE    ] FTSM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:17.527473] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 50 features, N/A% accuracy
[2025-12-03T21:01:17.527524] [INFO ] [LOCAL     ] FTSM: Loaded 50 optimal features with 14.50% confidence from JSON config
[2025-12-03T21:01:17.527556] [DEBUG] [MAG       ] Building data for symbol: FTSM with lookback: 0
[2025-12-03T21:01:17.528369] [DEBUG] [FEATURES  ] DataBuilder: Executing 50 feature methods.
[2025-12-03T21:01:17.528466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:17.533199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:17.535006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:17.535515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:17.535970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:17.536358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:17.537125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:17.537941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:17.540435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:17.558778] [DEBUG] [MAG       ] AEI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:17.617549] [INFO ] [LOCAL     ] AEI: Saved forecast.
[2025-12-03T21:01:17.617632] [INFO ] [main      ] AEI: Signal=1 (Conf=90.0%), Magnitude=6.63% (Conf=48.6752%)
[2025-12-03T21:01:17.617934] [INFO ] [main      ] Fetching symbol history for WLDS...
[2025-12-03T21:01:17.617982] [DEBUG] [REMOTE    ] WLDS: Fetching historical data.
[2025-12-03T21:01:17.618914] [INFO ] [main      ] Progress: 167/965 forecasts completed (17.3%). AEI finished in 0.6s. ETA: 2m 14s. Rate: 356.90 forecasts/min
[2025-12-03T21:01:17.629344] [DEBUG] [REMOTE    ] WLDS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:17.630369] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 2 features, N/A% accuracy
[2025-12-03T21:01:17.630420] [INFO ] [LOCAL     ] WLDS: Loaded 2 optimal features with 46.25% confidence from JSON config
[2025-12-03T21:01:17.630451] [DEBUG] [MAG       ] Building data for symbol: WLDS with lookback: 0
[2025-12-03T21:01:17.631234] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:17.631291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:17.635376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:17.637367] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:17.648590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:17.650531] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:17.654871] [DEBUG] [MAG       ] EXP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:17.688966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:17.689965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:17.733901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:17.734771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:17.735968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:17.770775] [INFO ] [LOCAL     ] EXP: Saved forecast.
[2025-12-03T21:01:17.770847] [INFO ] [main      ] EXP: Signal=1 (Conf=90.0%), Magnitude=0.05% (Conf=51.9851%)
[2025-12-03T21:01:17.771180] [INFO ] [main      ] Fetching symbol history for INSG...
[2025-12-03T21:01:17.771228] [DEBUG] [REMOTE    ] INSG: Fetching historical data.
[2025-12-03T21:01:17.771647] [INFO ] [main      ] Progress: 168/965 forecasts completed (17.4%). EXP finished in 0.7s. ETA: 2m 14s. Rate: 357.09 forecasts/min
[2025-12-03T21:01:17.782703] [DEBUG] [REMOTE    ] INSG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:17.784302] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 6 features, N/A% accuracy
[2025-12-03T21:01:17.784361] [INFO ] [LOCAL     ] INSG: Loaded 6 optimal features with 58.26% confidence from JSON config
[2025-12-03T21:01:17.784399] [DEBUG] [MAG       ] Building data for symbol: INSG with lookback: 0
[2025-12-03T21:01:17.785217] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:17.785279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:17.787031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:17.787561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:17.788072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:17.788915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:17.789920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:17.792096] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:17.810222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:17.810979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:17.811841] [DEBUG] [MAG       ] POAI: Last date is validated at 2025-12-03
[2025-12-03T21:01:17.812801] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:17.815415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:17.816468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:17.818867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:17.819731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:17.823896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:17.825022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:17.826320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:17.827855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:17.830786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:17.831432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:17.832127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:17.834098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:17.835169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:17.835869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:17.836554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:01:17.837240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:17.839999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:17.841540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:17.843914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:17.846035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:17.849796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:17.867336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:17.868477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:17.870117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:17.870874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:17.872484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:17.874037] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:17.874923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:17.876075] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:17.877277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:17.879358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:17.880887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:17.971603] [DEBUG] [MAG       ] WLDS: Last date is validated at 2025-12-03
[2025-12-03T21:01:17.981795] [DEBUG] [MAG       ] POAI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:18.082658] [INFO ] [LOCAL     ] POAI: Saved forecast.
[2025-12-03T21:01:18.082747] [INFO ] [main      ] POAI: Signal=1 (Conf=90.0%), Magnitude=-4.70% (Conf=59.5301%)
[2025-12-03T21:01:18.083107] [INFO ] [main      ] Fetching symbol history for EVF...
[2025-12-03T21:01:18.083167] [DEBUG] [REMOTE    ] EVF: Fetching historical data.
[2025-12-03T21:01:18.083660] [INFO ] [main      ] Progress: 169/965 forecasts completed (17.5%). POAI finished in 0.6s. ETA: 2m 14s. Rate: 355.29 forecasts/min
[2025-12-03T21:01:18.094034] [DEBUG] [REMOTE    ] EVF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:18.095128] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 4 features, N/A% accuracy
[2025-12-03T21:01:18.095179] [INFO ] [LOCAL     ] EVF: Loaded 4 optimal features with 41.33% confidence from JSON config
[2025-12-03T21:01:18.095210] [DEBUG] [MAG       ] Building data for symbol: EVF with lookback: 0
[2025-12-03T21:01:18.095989] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:18.096047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:18.100762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:18.102495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:18.102994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:18.120362] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:18.145565] [DEBUG] [MAG       ] WLDS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:18.147007] [DEBUG] [MAG       ] INSG: Last date is validated at 2025-12-03
[2025-12-03T21:01:18.217772] [DEBUG] [MAG       ] FTSM: Last date is validated at 2025-12-03
[2025-12-03T21:01:18.232262] [INFO ] [LOCAL     ] WLDS: Saved forecast.
[2025-12-03T21:01:18.232331] [INFO ] [main      ] WLDS: Signal=1 (Conf=90.0%), Magnitude=-8.99% (Conf=46.2523%)
[2025-12-03T21:01:18.232725] [INFO ] [main      ] Progress: 170/965 forecasts completed (17.6%). WLDS finished in 0.6s. ETA: 2m 14s. Rate: 355.54 forecasts/min
[2025-12-03T21:01:18.232876] [INFO ] [main      ] Fetching symbol history for KEP...
[2025-12-03T21:01:18.232918] [DEBUG] [REMOTE    ] KEP: Fetching historical data.
[2025-12-03T21:01:18.244632] [DEBUG] [REMOTE    ] KEP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:18.245648] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 5 features, N/A% accuracy
[2025-12-03T21:01:18.245704] [INFO ] [LOCAL     ] KEP: Loaded 5 optimal features with 56.32% confidence from JSON config
[2025-12-03T21:01:18.245735] [DEBUG] [MAG       ] Building data for symbol: KEP with lookback: 0
[2025-12-03T21:01:18.246532] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:18.246608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:18.248299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:18.248841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:18.249224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:18.249978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:18.303035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:18.320907] [DEBUG] [MAG       ] INSG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:18.383503] [DEBUG] [MAG       ] FTSM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:18.404604] [INFO ] [LOCAL     ] INSG: Saved forecast.
[2025-12-03T21:01:18.404674] [INFO ] [main      ] INSG: Signal=1 (Conf=90.0%), Magnitude=-5.00% (Conf=58.2599%)
[2025-12-03T21:01:18.405048] [INFO ] [main      ] Fetching symbol history for FMN...
[2025-12-03T21:01:18.405101] [DEBUG] [REMOTE    ] FMN: Fetching historical data.
[2025-12-03T21:01:18.405665] [INFO ] [main      ] Progress: 171/965 forecasts completed (17.7%). INSG finished in 0.6s. ETA: 2m 14s. Rate: 355.49 forecasts/min
[2025-12-03T21:01:18.416764] [DEBUG] [REMOTE    ] FMN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:18.417759] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 1 features, N/A% accuracy
[2025-12-03T21:01:18.417817] [INFO ] [LOCAL     ] FMN: Loaded 1 optimal features with 46.74% confidence from JSON config
[2025-12-03T21:01:18.417850] [DEBUG] [MAG       ] Building data for symbol: FMN with lookback: 0
[2025-12-03T21:01:18.418727] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:18.418783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:18.423773] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:18.453631] [DEBUG] [MAG       ] EVF: Last date is validated at 2025-12-03
[2025-12-03T21:01:18.619485] [DEBUG] [MAG       ] EVF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:18.640493] [INFO ] [LOCAL     ] FTSM: Saved forecast.
[2025-12-03T21:01:18.640563] [INFO ] [main      ] FTSM: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=14.4978%)
[2025-12-03T21:01:18.640806] [INFO ] [main      ] Fetching symbol history for PLUG...
[2025-12-03T21:01:18.640849] [DEBUG] [REMOTE    ] PLUG: Fetching historical data.
[2025-12-03T21:01:18.642672] [INFO ] [main      ] Progress: 172/965 forecasts completed (17.8%). FTSM finished in 1.1s. ETA: 2m 14s. Rate: 354.65 forecasts/min
[2025-12-03T21:01:18.652543] [DEBUG] [REMOTE    ] PLUG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:18.653595] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 4 features, N/A% accuracy
[2025-12-03T21:01:18.653647] [INFO ] [LOCAL     ] PLUG: Loaded 4 optimal features with 56.33% confidence from JSON config
[2025-12-03T21:01:18.653678] [DEBUG] [MAG       ] Building data for symbol: PLUG with lookback: 0
[2025-12-03T21:01:18.654426] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:18.654484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:18.659300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:18.661049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:18.661273] [DEBUG] [MAG       ] KEP: Last date is validated at 2025-12-03
[2025-12-03T21:01:18.661542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:18.662269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:18.676867] [INFO ] [LOCAL     ] EVF: Saved forecast.
[2025-12-03T21:01:18.676932] [INFO ] [main      ] EVF: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=41.3252%)
[2025-12-03T21:01:18.677289] [INFO ] [main      ] Progress: 173/965 forecasts completed (17.9%). EVF finished in 0.6s. ETA: 2m 13s. Rate: 356.29 forecasts/min
[2025-12-03T21:01:18.677420] [INFO ] [main      ] Fetching symbol history for CHSCN...
[2025-12-03T21:01:18.677462] [DEBUG] [REMOTE    ] CHSCN: Fetching historical data.
[2025-12-03T21:01:18.688714] [DEBUG] [REMOTE    ] CHSCN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:18.689606] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 6 features, N/A% accuracy
[2025-12-03T21:01:18.689662] [INFO ] [LOCAL     ] CHSCN: Loaded 6 optimal features with 33.61% confidence from JSON config
[2025-12-03T21:01:18.689693] [DEBUG] [MAG       ] Building data for symbol: CHSCN with lookback: 0
[2025-12-03T21:01:18.690492] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:18.690557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:18.692288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:18.692844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:18.693232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:18.694092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:18.782436] [DEBUG] [MAG       ] FMN: Last date is validated at 2025-12-03
[2025-12-03T21:01:18.805491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:18.806795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:18.843220] [DEBUG] [MAG       ] KEP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:18.922785] [INFO ] [LOCAL     ] KEP: Saved forecast.
[2025-12-03T21:01:18.922867] [INFO ] [main      ] KEP: Signal=1 (Conf=90.0%), Magnitude=0.43% (Conf=56.3239%)
[2025-12-03T21:01:18.923293] [INFO ] [main      ] Fetching symbol history for PGJ...
[2025-12-03T21:01:18.923355] [DEBUG] [REMOTE    ] PGJ: Fetching historical data.
[2025-12-03T21:01:18.923659] [INFO ] [main      ] Progress: 174/965 forecasts completed (18.0%). KEP finished in 0.7s. ETA: 2m 14s. Rate: 355.35 forecasts/min
[2025-12-03T21:01:18.935505] [DEBUG] [REMOTE    ] PGJ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:18.936606] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, N/A% accuracy
[2025-12-03T21:01:18.936677] [INFO ] [LOCAL     ] PGJ: Loaded 1 optimal features with 60.47% confidence from JSON config
[2025-12-03T21:01:18.936724] [DEBUG] [MAG       ] Building data for symbol: PGJ with lookback: 0
[2025-12-03T21:01:18.937532] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:18.937617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:18.960002] [DEBUG] [MAG       ] FMN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:18.984345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:19.001053] [DEBUG] [MAG       ] PLUG: Last date is validated at 2025-12-03
[2025-12-03T21:01:19.015384] [INFO ] [LOCAL     ] FMN: Saved forecast.
[2025-12-03T21:01:19.015456] [INFO ] [main      ] FMN: Signal=1 (Conf=90.0%), Magnitude=0.25% (Conf=46.7447%)
[2025-12-03T21:01:19.015846] [INFO ] [main      ] Fetching symbol history for CPK...
[2025-12-03T21:01:19.015897] [DEBUG] [REMOTE    ] CPK: Fetching historical data.
[2025-12-03T21:01:19.017713] [INFO ] [main      ] Progress: 175/965 forecasts completed (18.1%). FMN finished in 0.6s. ETA: 2m 13s. Rate: 356.25 forecasts/min
[2025-12-03T21:01:19.027762] [DEBUG] [REMOTE    ] CPK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:19.029329] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 9 features, N/A% accuracy
[2025-12-03T21:01:19.029384] [INFO ] [LOCAL     ] CPK: Loaded 9 optimal features with 69.73% confidence from JSON config
[2025-12-03T21:01:19.029415] [DEBUG] [MAG       ] Building data for symbol: CPK with lookback: 0
[2025-12-03T21:01:19.030267] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:19.030331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:19.035388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:19.037261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:19.037780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:19.038208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:19.039178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:19.040392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:19.041436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:19.042502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:19.043623] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:19.147277] [DEBUG] [MAG       ] CHSCN: Last date is validated at 2025-12-03
[2025-12-03T21:01:19.169184] [DEBUG] [MAG       ] PLUG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:19.226200] [INFO ] [LOCAL     ] PLUG: Saved forecast.
[2025-12-03T21:01:19.226264] [INFO ] [main      ] PLUG: Signal=1 (Conf=90.0%), Magnitude=1.13% (Conf=56.3261%)
[2025-12-03T21:01:19.226429] [INFO ] [main      ] Fetching symbol history for UAL...
[2025-12-03T21:01:19.226473] [DEBUG] [REMOTE    ] UAL: Fetching historical data.
[2025-12-03T21:01:19.227656] [INFO ] [main      ] Progress: 176/965 forecasts completed (18.2%). PLUG finished in 0.6s. ETA: 2m 13s. Rate: 355.75 forecasts/min
[2025-12-03T21:01:19.237910] [DEBUG] [REMOTE    ] UAL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:19.238776] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 4 features, N/A% accuracy
[2025-12-03T21:01:19.238829] [INFO ] [LOCAL     ] UAL: Loaded 4 optimal features with 56.85% confidence from JSON config
[2025-12-03T21:01:19.238862] [DEBUG] [MAG       ] Building data for symbol: UAL with lookback: 0
[2025-12-03T21:01:19.239664] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:19.239722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:19.244562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:19.313481] [DEBUG] [MAG       ] CHSCN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:19.337479] [DEBUG] [MAG       ] PGJ: Last date is validated at 2025-12-03
[2025-12-03T21:01:19.357013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:19.358191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:19.359984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:19.369163] [INFO ] [LOCAL     ] CHSCN: Saved forecast.
[2025-12-03T21:01:19.369229] [INFO ] [main      ] CHSCN: Signal=1 (Conf=90.0%), Magnitude=-0.07% (Conf=33.6073%)
[2025-12-03T21:01:19.369406] [INFO ] [main      ] Fetching symbol history for INGN...
[2025-12-03T21:01:19.369449] [DEBUG] [REMOTE    ] INGN: Fetching historical data.
[2025-12-03T21:01:19.369815] [INFO ] [main      ] Progress: 177/965 forecasts completed (18.3%). CHSCN finished in 0.7s. ETA: 2m 13s. Rate: 356.06 forecasts/min
[2025-12-03T21:01:19.380818] [DEBUG] [REMOTE    ] INGN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:19.381847] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 3 features, N/A% accuracy
[2025-12-03T21:01:19.381900] [INFO ] [LOCAL     ] INGN: Loaded 3 optimal features with 49.43% confidence from JSON config
[2025-12-03T21:01:19.381931] [DEBUG] [MAG       ] Building data for symbol: INGN with lookback: 0
[2025-12-03T21:01:19.382716] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:19.382774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:19.384230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:19.392495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:19.395301] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:19.396217] [DEBUG] [MAG       ] CPK: Last date is validated at 2025-12-03
[2025-12-03T21:01:19.508601] [DEBUG] [MAG       ] PGJ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:19.578112] [DEBUG] [MAG       ] CPK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:19.586792] [INFO ] [LOCAL     ] PGJ: Saved forecast.
[2025-12-03T21:01:19.586865] [INFO ] [main      ] PGJ: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=60.4656%)
[2025-12-03T21:01:19.587218] [INFO ] [main      ] Fetching symbol history for TWFG...
[2025-12-03T21:01:19.587271] [DEBUG] [REMOTE    ] TWFG: Fetching historical data.
[2025-12-03T21:01:19.587664] [INFO ] [main      ] Progress: 178/965 forecasts completed (18.4%). PGJ finished in 0.7s. ETA: 2m 13s. Rate: 355.48 forecasts/min
[2025-12-03T21:01:19.599021] [DEBUG] [REMOTE    ] TWFG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:19.600937] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 6 features, N/A% accuracy
[2025-12-03T21:01:19.601001] [INFO ] [LOCAL     ] TWFG: Loaded 6 optimal features with 53.59% confidence from JSON config
[2025-12-03T21:01:19.601045] [DEBUG] [MAG       ] Building data for symbol: TWFG with lookback: 0
[2025-12-03T21:01:19.601907] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:19.601970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:19.603898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:19.604456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:19.604930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:19.607474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:19.609779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:19.611512] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:19.687125] [INFO ] [LOCAL     ] CPK: Saved forecast.
[2025-12-03T21:01:19.687217] [INFO ] [main      ] CPK: Signal=1 (Conf=90.0%), Magnitude=-3.29% (Conf=69.7337%)
[2025-12-03T21:01:19.687898] [INFO ] [main      ] Fetching symbol history for KFY...
[2025-12-03T21:01:19.687964] [DEBUG] [REMOTE    ] KFY: Fetching historical data.
[2025-12-03T21:01:19.689813] [INFO ] [main      ] Progress: 179/965 forecasts completed (18.5%). CPK finished in 0.7s. ETA: 2m 12s. Rate: 356.27 forecasts/min
[2025-12-03T21:01:19.700800] [DEBUG] [REMOTE    ] KFY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:19.701845] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 5 features, N/A% accuracy
[2025-12-03T21:01:19.701902] [INFO ] [LOCAL     ] KFY: Loaded 5 optimal features with 55.48% confidence from JSON config
[2025-12-03T21:01:19.701934] [DEBUG] [MAG       ] Building data for symbol: KFY with lookback: 0
[2025-12-03T21:01:19.702741] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:19.702802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:19.704472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:19.705018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:19.705401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:19.706822] [DEBUG] [MAG       ] UAL: Last date is validated at 2025-12-03
[2025-12-03T21:01:19.708247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:19.710540] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:19.736337] [DEBUG] [MAG       ] INGN: Last date is validated at 2025-12-03
[2025-12-03T21:01:19.877165] [DEBUG] [MAG       ] UAL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:19.905602] [DEBUG] [MAG       ] INGN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:19.954502] [DEBUG] [MAG       ] TWFG: Last date is validated at 2025-12-03
[2025-12-03T21:01:19.974843] [INFO ] [LOCAL     ] INGN: Saved forecast.
[2025-12-03T21:01:19.974908] [INFO ] [main      ] INGN: Signal=1 (Conf=90.0%), Magnitude=2.96% (Conf=49.4291%)
[2025-12-03T21:01:19.975066] [INFO ] [main      ] Fetching symbol history for MCK...
[2025-12-03T21:01:19.975108] [DEBUG] [REMOTE    ] MCK: Fetching historical data.
[2025-12-03T21:01:19.976010] [INFO ] [main      ] Progress: 180/965 forecasts completed (18.7%). INGN finished in 0.6s. ETA: 2m 13s. Rate: 354.89 forecasts/min
[2025-12-03T21:01:19.986673] [DEBUG] [REMOTE    ] MCK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:19.987665] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 5 features, N/A% accuracy
[2025-12-03T21:01:19.987722] [INFO ] [LOCAL     ] MCK: Loaded 5 optimal features with 50.11% confidence from JSON config
[2025-12-03T21:01:19.987754] [DEBUG] [MAG       ] Building data for symbol: MCK with lookback: 0
[2025-12-03T21:01:19.988608] [INFO ] [LOCAL     ] UAL: Saved forecast.
[2025-12-03T21:01:19.988623] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:19.988681] [INFO ] [main      ] UAL: Signal=1 (Conf=90.0%), Magnitude=1.91% (Conf=56.8524%)
[2025-12-03T21:01:19.988695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:19.989018] [INFO ] [main      ] Progress: 181/965 forecasts completed (18.8%). UAL finished in 0.8s. ETA: 2m 12s. Rate: 356.71 forecasts/min
[2025-12-03T21:01:19.989142] [INFO ] [main      ] Fetching symbol history for RGCO...
[2025-12-03T21:01:19.989182] [DEBUG] [REMOTE    ] RGCO: Fetching historical data.
[2025-12-03T21:01:19.994137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:19.995007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:19.996803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:19.997470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:19.998784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:20.000900] [DEBUG] [REMOTE    ] RGCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:20.001782] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 9 features, N/A% accuracy
[2025-12-03T21:01:20.001847] [INFO ] [LOCAL     ] RGCO: Loaded 9 optimal features with 64.83% confidence from JSON config
[2025-12-03T21:01:20.001884] [DEBUG] [MAG       ] Building data for symbol: RGCO with lookback: 0
[2025-12-03T21:01:20.002822] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:20.002885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:20.007773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:20.010346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:20.047073] [DEBUG] [MAG       ] KFY: Last date is validated at 2025-12-03
[2025-12-03T21:01:20.049888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:20.051453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:20.052235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:20.056511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:20.057254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:20.061148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:20.078470] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:20.131762] [DEBUG] [MAG       ] TWFG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:20.213028] [INFO ] [LOCAL     ] TWFG: Saved forecast.
[2025-12-03T21:01:20.213091] [INFO ] [main      ] TWFG: Signal=1 (Conf=90.0%), Magnitude=-1.03% (Conf=53.5896%)
[2025-12-03T21:01:20.213514] [INFO ] [main      ] Fetching symbol history for ODFL...
[2025-12-03T21:01:20.213564] [DEBUG] [REMOTE    ] ODFL: Fetching historical data.
[2025-12-03T21:01:20.213673] [INFO ] [main      ] Progress: 182/965 forecasts completed (18.9%). TWFG finished in 0.6s. ETA: 2m 12s. Rate: 356.05 forecasts/min
[2025-12-03T21:01:20.224026] [DEBUG] [MAG       ] KFY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:20.225281] [DEBUG] [REMOTE    ] ODFL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:20.226244] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 5 features, N/A% accuracy
[2025-12-03T21:01:20.226295] [INFO ] [LOCAL     ] ODFL: Loaded 5 optimal features with 61.26% confidence from JSON config
[2025-12-03T21:01:20.226326] [DEBUG] [MAG       ] Building data for symbol: ODFL with lookback: 0
[2025-12-03T21:01:20.227083] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:20.227144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:20.228824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:20.229320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:20.229747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:20.247042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:20.247894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:20.313048] [INFO ] [LOCAL     ] KFY: Saved forecast.
[2025-12-03T21:01:20.313110] [INFO ] [main      ] KFY: Signal=1 (Conf=90.0%), Magnitude=-1.22% (Conf=55.4778%)
[2025-12-03T21:01:20.313453] [INFO ] [main      ] Fetching symbol history for EVTC...
[2025-12-03T21:01:20.313503] [DEBUG] [REMOTE    ] EVTC: Fetching historical data.
[2025-12-03T21:01:20.314658] [INFO ] [main      ] Progress: 183/965 forecasts completed (19.0%). KFY finished in 0.6s. ETA: 2m 11s. Rate: 356.83 forecasts/min
[2025-12-03T21:01:20.324379] [DEBUG] [REMOTE    ] EVTC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:20.326320] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 2 features, N/A% accuracy
[2025-12-03T21:01:20.326373] [INFO ] [LOCAL     ] EVTC: Loaded 2 optimal features with 59.91% confidence from JSON config
[2025-12-03T21:01:20.326404] [DEBUG] [MAG       ] Building data for symbol: EVTC with lookback: 0
[2025-12-03T21:01:20.327186] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:20.327244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:20.331970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:20.332785] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:20.353960] [DEBUG] [MAG       ] MCK: Last date is validated at 2025-12-03
[2025-12-03T21:01:20.427988] [DEBUG] [MAG       ] RGCO: Last date is validated at 2025-12-03
[2025-12-03T21:01:20.520802] [DEBUG] [MAG       ] MCK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:20.588206] [DEBUG] [MAG       ] ODFL: Last date is validated at 2025-12-03
[2025-12-03T21:01:20.599951] [DEBUG] [MAG       ] RGCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:20.668166] [DEBUG] [MAG       ] EVTC: Last date is validated at 2025-12-03
[2025-12-03T21:01:20.670634] [INFO ] [LOCAL     ] MCK: Saved forecast.
[2025-12-03T21:01:20.670701] [INFO ] [main      ] MCK: Signal=1 (Conf=90.0%), Magnitude=-0.66% (Conf=50.1135%)
[2025-12-03T21:01:20.671054] [INFO ] [main      ] Fetching symbol history for ATRC...
[2025-12-03T21:01:20.671102] [DEBUG] [REMOTE    ] ATRC: Fetching historical data.
[2025-12-03T21:01:20.671100] [INFO ] [main      ] Progress: 184/965 forecasts completed (19.1%). MCK finished in 0.7s. ETA: 2m 12s. Rate: 354.67 forecasts/min
[2025-12-03T21:01:20.681930] [INFO ] [LOCAL     ] RGCO: Saved forecast.
[2025-12-03T21:01:20.681999] [INFO ] [main      ] RGCO: Signal=1 (Conf=90.0%), Magnitude=0.40% (Conf=64.8285%)
[2025-12-03T21:01:20.682306] [INFO ] [main      ] Fetching symbol history for BLCN...
[2025-12-03T21:01:20.682354] [DEBUG] [REMOTE    ] BLCN: Fetching historical data.
[2025-12-03T21:01:20.682523] [DEBUG] [REMOTE    ] ATRC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:20.683246] [INFO ] [main      ] Progress: 185/965 forecasts completed (19.2%). RGCO finished in 0.7s. ETA: 2m 11s. Rate: 356.46 forecasts/min
[2025-12-03T21:01:20.683800] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 1 features, N/A% accuracy
[2025-12-03T21:01:20.683856] [INFO ] [LOCAL     ] ATRC: Loaded 1 optimal features with 65.58% confidence from JSON config
[2025-12-03T21:01:20.683887] [DEBUG] [MAG       ] Building data for symbol: ATRC with lookback: 0
[2025-12-03T21:01:20.684703] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:20.684759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:20.685791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:20.693668] [DEBUG] [REMOTE    ] BLCN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:20.694598] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 0 features, N/A% accuracy
[2025-12-03T21:01:20.694663] [INFO ] [LOCAL     ] BLCN: Loaded 0 optimal features with 48.47% confidence from JSON config
[2025-12-03T21:01:20.694695] [DEBUG] [MAG       ] Building data for symbol: BLCN with lookback: 0
[2025-12-03T21:01:20.695472] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:01:20.758336] [DEBUG] [MAG       ] ODFL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:20.833198] [DEBUG] [MAG       ] EVTC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:20.886282] [INFO ] [LOCAL     ] ODFL: Saved forecast.
[2025-12-03T21:01:20.886347] [INFO ] [main      ] ODFL: Signal=1 (Conf=90.0%), Magnitude=4.29% (Conf=61.2614%)
[2025-12-03T21:01:20.886696] [INFO ] [main      ] Fetching symbol history for TSL...
[2025-12-03T21:01:20.886744] [DEBUG] [REMOTE    ] TSL: Fetching historical data.
[2025-12-03T21:01:20.887659] [INFO ] [main      ] Progress: 186/965 forecasts completed (19.3%). ODFL finished in 0.7s. ETA: 2m 11s. Rate: 356.05 forecasts/min
[2025-12-03T21:01:20.898128] [DEBUG] [REMOTE    ] TSL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:20.899104] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, N/A% accuracy
[2025-12-03T21:01:20.899155] [INFO ] [LOCAL     ] TSL: Loaded 3 optimal features with 61.41% confidence from JSON config
[2025-12-03T21:01:20.899186] [DEBUG] [MAG       ] Building data for symbol: TSL with lookback: 0
[2025-12-03T21:01:20.899992] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:20.900052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:20.906875] [INFO ] [LOCAL     ] EVTC: Saved forecast.
[2025-12-03T21:01:20.906950] [INFO ] [main      ] EVTC: Signal=1 (Conf=90.0%), Magnitude=1.35% (Conf=59.9078%)
[2025-12-03T21:01:20.907314] [INFO ] [main      ] Fetching symbol history for HEI...
[2025-12-03T21:01:20.907362] [DEBUG] [REMOTE    ] HEI: Fetching historical data.
[2025-12-03T21:01:20.907643] [INFO ] [main      ] Progress: 187/965 forecasts completed (19.4%). EVTC finished in 0.6s. ETA: 2m 10s. Rate: 357.74 forecasts/min
[2025-12-03T21:01:20.919168] [DEBUG] [REMOTE    ] HEI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:20.920229] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, N/A% accuracy
[2025-12-03T21:01:20.920281] [INFO ] [LOCAL     ] HEI: Loaded 2 optimal features with 46.45% confidence from JSON config
[2025-12-03T21:01:20.920313] [DEBUG] [MAG       ] Building data for symbol: HEI with lookback: 0
[2025-12-03T21:01:20.921167] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:20.921227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:20.924030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:20.926695] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:21.012499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:21.014447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:21.015185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:21.020554] [DEBUG] [MAG       ] ATRC: Last date is validated at 2025-12-03
[2025-12-03T21:01:21.035136] [DEBUG] [MAG       ] BLCN: Last date is validated at 2025-12-03
[2025-12-03T21:01:21.188555] [DEBUG] [MAG       ] ATRC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:21.204864] [DEBUG] [MAG       ] BLCN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:21.271181] [DEBUG] [MAG       ] HEI: Last date is validated at 2025-12-03
[2025-12-03T21:01:21.276133] [INFO ] [LOCAL     ] BLCN: Saved forecast.
[2025-12-03T21:01:21.276198] [INFO ] [main      ] BLCN: Signal=1 (Conf=90.0%), Magnitude=2.73% (Conf=48.4718%)
[2025-12-03T21:01:21.276547] [INFO ] [main      ] Progress: 188/965 forecasts completed (19.5%). BLCN finished in 0.6s. ETA: 2m 11s. Rate: 355.47 forecasts/min
[2025-12-03T21:01:21.276700] [INFO ] [main      ] Fetching symbol history for DIOD...
[2025-12-03T21:01:21.276743] [DEBUG] [REMOTE    ] DIOD: Fetching historical data.
[2025-12-03T21:01:21.277609] [INFO ] [LOCAL     ] ATRC: Saved forecast.
[2025-12-03T21:01:21.277677] [INFO ] [main      ] ATRC: Signal=1 (Conf=90.0%), Magnitude=-0.57% (Conf=65.5839%)
[2025-12-03T21:01:21.278009] [INFO ] [main      ] Fetching symbol history for MHK...
[2025-12-03T21:01:21.278089] [DEBUG] [REMOTE    ] MHK: Fetching historical data.
[2025-12-03T21:01:21.278726] [INFO ] [main      ] Progress: 189/965 forecasts completed (19.6%). ATRC finished in 0.6s. ETA: 2m 10s. Rate: 357.33 forecasts/min
[2025-12-03T21:01:21.289759] [DEBUG] [REMOTE    ] DIOD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:21.290667] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 3 features, N/A% accuracy
[2025-12-03T21:01:21.290723] [INFO ] [LOCAL     ] DIOD: Loaded 3 optimal features with 52.89% confidence from JSON config
[2025-12-03T21:01:21.290754] [DEBUG] [MAG       ] Building data for symbol: DIOD with lookback: 0
[2025-12-03T21:01:21.291512] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:21.291569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:21.291534] [DEBUG] [REMOTE    ] MHK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:21.292835] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 4 features, N/A% accuracy
[2025-12-03T21:01:21.292906] [INFO ] [LOCAL     ] MHK: Loaded 4 optimal features with 52.60% confidence from JSON config
[2025-12-03T21:01:21.292943] [DEBUG] [MAG       ] Building data for symbol: MHK with lookback: 0
[2025-12-03T21:01:21.293781] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:21.293842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:21.295645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:21.296275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:21.296383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:21.297534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:21.298099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:21.298564] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:21.300398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:21.349855] [DEBUG] [MAG       ] TSL: Last date is validated at 2025-12-03
[2025-12-03T21:01:21.443820] [DEBUG] [MAG       ] HEI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:21.519368] [DEBUG] [MAG       ] TSL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:21.567428] [INFO ] [LOCAL     ] HEI: Saved forecast.
[2025-12-03T21:01:21.567505] [INFO ] [main      ] HEI: Signal=1 (Conf=90.0%), Magnitude=-2.66% (Conf=46.4542%)
[2025-12-03T21:01:21.567846] [INFO ] [main      ] Fetching symbol history for ACCO...
[2025-12-03T21:01:21.567896] [DEBUG] [REMOTE    ] ACCO: Fetching historical data.
[2025-12-03T21:01:21.568669] [INFO ] [main      ] Progress: 190/965 forecasts completed (19.7%). HEI finished in 0.7s. ETA: 2m 11s. Rate: 355.97 forecasts/min
[2025-12-03T21:01:21.579051] [DEBUG] [REMOTE    ] ACCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:21.580057] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 9 features, N/A% accuracy
[2025-12-03T21:01:21.580107] [INFO ] [LOCAL     ] ACCO: Loaded 9 optimal features with 55.69% confidence from JSON config
[2025-12-03T21:01:21.580137] [DEBUG] [MAG       ] Building data for symbol: ACCO with lookback: 0
[2025-12-03T21:01:21.580925] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:21.580986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:21.585717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:21.587451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:21.587937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:21.588401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:21.589152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:21.590738] [INFO ] [LOCAL     ] TSL: Saved forecast.
[2025-12-03T21:01:21.590804] [INFO ] [main      ] TSL: Signal=1 (Conf=90.0%), Magnitude=0.85% (Conf=61.4139%)
[2025-12-03T21:01:21.591232] [INFO ] [main      ] Fetching symbol history for TROX...
[2025-12-03T21:01:21.591283] [DEBUG] [REMOTE    ] TROX: Fetching historical data.
[2025-12-03T21:01:21.591407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:21.591660] [INFO ] [main      ] Progress: 191/965 forecasts completed (19.8%). TSL finished in 0.7s. ETA: 2m 10s. Rate: 357.59 forecasts/min
[2025-12-03T21:01:21.592535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:21.593561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:21.594238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:21.602505] [DEBUG] [REMOTE    ] TROX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:21.603463] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 3 features, N/A% accuracy
[2025-12-03T21:01:21.603515] [INFO ] [LOCAL     ] TROX: Loaded 3 optimal features with 52.66% confidence from JSON config
[2025-12-03T21:01:21.603545] [DEBUG] [MAG       ] Building data for symbol: TROX with lookback: 0
[2025-12-03T21:01:21.604359] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:21.604418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:21.606016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:21.607003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:21.639554] [DEBUG] [MAG       ] DIOD: Last date is validated at 2025-12-03
[2025-12-03T21:01:21.650074] [DEBUG] [MAG       ] MHK: Last date is validated at 2025-12-03
[2025-12-03T21:01:21.655821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:21.812824] [DEBUG] [MAG       ] DIOD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:21.815027] [DEBUG] [MAG       ] MHK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:21.905403] [INFO ] [LOCAL     ] DIOD: Saved forecast.
[2025-12-03T21:01:21.905474] [INFO ] [main      ] DIOD: Signal=1 (Conf=90.0%), Magnitude=10.85% (Conf=52.8901%)
[2025-12-03T21:01:21.905847] [INFO ] [main      ] Fetching symbol history for HL...
[2025-12-03T21:01:21.905895] [DEBUG] [REMOTE    ] HL: Fetching historical data.
[2025-12-03T21:01:21.906110] [INFO ] [main      ] Progress: 192/965 forecasts completed (19.9%). DIOD finished in 0.6s. ETA: 2m 10s. Rate: 355.97 forecasts/min
[2025-12-03T21:01:21.917160] [DEBUG] [REMOTE    ] HL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:21.918082] [DEBUG] [LOCAL     ] Loaded configuration for HL: 4 features, N/A% accuracy
[2025-12-03T21:01:21.918133] [INFO ] [LOCAL     ] HL: Loaded 4 optimal features with 51.14% confidence from JSON config
[2025-12-03T21:01:21.918163] [DEBUG] [MAG       ] Building data for symbol: HL with lookback: 0
[2025-12-03T21:01:21.918956] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:21.919014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:21.923703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:21.924356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:21.925059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:21.928947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:21.936830] [DEBUG] [MAG       ] ACCO: Last date is validated at 2025-12-03
[2025-12-03T21:01:22.019368] [INFO ] [LOCAL     ] MHK: Saved forecast.
[2025-12-03T21:01:22.019437] [INFO ] [main      ] MHK: Signal=1 (Conf=90.0%), Magnitude=1.68% (Conf=52.596%)
[2025-12-03T21:01:22.019784] [INFO ] [main      ] Fetching symbol history for PLD...
[2025-12-03T21:01:22.019834] [DEBUG] [REMOTE    ] PLD: Fetching historical data.
[2025-12-03T21:01:22.020702] [INFO ] [main      ] Progress: 193/965 forecasts completed (20.0%). MHK finished in 0.7s. ETA: 2m 10s. Rate: 356.56 forecasts/min
[2025-12-03T21:01:22.031561] [DEBUG] [REMOTE    ] PLD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:22.032683] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 5 features, N/A% accuracy
[2025-12-03T21:01:22.032734] [INFO ] [LOCAL     ] PLD: Loaded 5 optimal features with 55.29% confidence from JSON config
[2025-12-03T21:01:22.032764] [DEBUG] [MAG       ] Building data for symbol: PLD with lookback: 0
[2025-12-03T21:01:22.033511] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:22.033589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:22.035919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:22.037534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:22.047982] [DEBUG] [MAG       ] TROX: Last date is validated at 2025-12-03
[2025-12-03T21:01:22.086881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:22.088984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:22.090272] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:22.106247] [DEBUG] [MAG       ] ACCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:22.167660] [INFO ] [LOCAL     ] ACCO: Saved forecast.
[2025-12-03T21:01:22.167735] [INFO ] [main      ] ACCO: Signal=1 (Conf=90.0%), Magnitude=-0.63% (Conf=55.6902%)
[2025-12-03T21:01:22.168093] [INFO ] [main      ] Fetching symbol history for AEVA...
[2025-12-03T21:01:22.168142] [DEBUG] [REMOTE    ] AEVA: Fetching historical data.
[2025-12-03T21:01:22.171377] [INFO ] [main      ] Progress: 194/965 forecasts completed (20.1%). ACCO finished in 0.6s. ETA: 2m 10s. Rate: 356.75 forecasts/min
[2025-12-03T21:01:22.181599] [DEBUG] [REMOTE    ] AEVA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:22.182731] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, N/A% accuracy
[2025-12-03T21:01:22.182786] [INFO ] [LOCAL     ] AEVA: Loaded 3 optimal features with 62.53% confidence from JSON config
[2025-12-03T21:01:22.182816] [DEBUG] [MAG       ] Building data for symbol: AEVA with lookback: 0
[2025-12-03T21:01:22.183595] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:22.183653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:22.184361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:22.184996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:22.185740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:22.225828] [DEBUG] [MAG       ] TROX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:22.291915] [DEBUG] [MAG       ] HL: Last date is validated at 2025-12-03
[2025-12-03T21:01:22.294170] [INFO ] [LOCAL     ] TROX: Saved forecast.
[2025-12-03T21:01:22.294241] [INFO ] [main      ] TROX: Signal=1 (Conf=90.0%), Magnitude=3.02% (Conf=52.6574%)
[2025-12-03T21:01:22.294657] [INFO ] [main      ] Fetching symbol history for ERNA...
[2025-12-03T21:01:22.294711] [DEBUG] [REMOTE    ] ERNA: Fetching historical data.
[2025-12-03T21:01:22.295641] [INFO ] [main      ] Progress: 195/965 forecasts completed (20.2%). TROX finished in 0.7s. ETA: 2m 9s. Rate: 357.23 forecasts/min
[2025-12-03T21:01:22.306442] [DEBUG] [REMOTE    ] ERNA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:22.307357] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, N/A% accuracy
[2025-12-03T21:01:22.307432] [INFO ] [LOCAL     ] ERNA: Loaded 2 optimal features with 45.33% confidence from JSON config
[2025-12-03T21:01:22.307479] [DEBUG] [MAG       ] Building data for symbol: ERNA with lookback: 0
[2025-12-03T21:01:22.308653] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:22.308730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:22.311426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:22.314038] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:22.426825] [DEBUG] [MAG       ] PLD: Last date is validated at 2025-12-03
[2025-12-03T21:01:22.459545] [DEBUG] [MAG       ] HL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:22.531817] [INFO ] [LOCAL     ] HL: Saved forecast.
[2025-12-03T21:01:22.531883] [INFO ] [main      ] HL: Signal=1 (Conf=90.0%), Magnitude=-2.42% (Conf=51.1404%)
[2025-12-03T21:01:22.532233] [INFO ] [main      ] Fetching symbol history for VTYX...
[2025-12-03T21:01:22.532282] [DEBUG] [REMOTE    ] VTYX: Fetching historical data.
[2025-12-03T21:01:22.532651] [INFO ] [main      ] Progress: 196/965 forecasts completed (20.3%). HL finished in 0.6s. ETA: 2m 9s. Rate: 356.48 forecasts/min
[2025-12-03T21:01:22.533183] [DEBUG] [MAG       ] AEVA: Last date is validated at 2025-12-03
[2025-12-03T21:01:22.544149] [DEBUG] [REMOTE    ] VTYX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:22.545058] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 6 features, N/A% accuracy
[2025-12-03T21:01:22.545107] [INFO ] [LOCAL     ] VTYX: Loaded 6 optimal features with 50.84% confidence from JSON config
[2025-12-03T21:01:22.545138] [DEBUG] [MAG       ] Building data for symbol: VTYX with lookback: 0
[2025-12-03T21:01:22.545943] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:22.546003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:22.550860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:22.551833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:22.553471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:22.554590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:22.555925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:22.561645] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:22.592092] [DEBUG] [MAG       ] PLD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:22.658658] [DEBUG] [MAG       ] ERNA: Last date is validated at 2025-12-03
[2025-12-03T21:01:22.705623] [INFO ] [LOCAL     ] PLD: Saved forecast.
[2025-12-03T21:01:22.705689] [INFO ] [main      ] PLD: Signal=1 (Conf=90.0%), Magnitude=1.38% (Conf=55.2883%)
[2025-12-03T21:01:22.705845] [INFO ] [main      ] Fetching symbol history for SREA...
[2025-12-03T21:01:22.705887] [DEBUG] [REMOTE    ] SREA: Fetching historical data.
[2025-12-03T21:01:22.706868] [INFO ] [main      ] Progress: 197/965 forecasts completed (20.4%). PLD finished in 0.7s. ETA: 2m 9s. Rate: 356.42 forecasts/min
[2025-12-03T21:01:22.708196] [DEBUG] [MAG       ] AEVA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:22.716873] [DEBUG] [REMOTE    ] SREA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:22.718031] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 1 features, N/A% accuracy
[2025-12-03T21:01:22.718121] [INFO ] [LOCAL     ] SREA: Loaded 1 optimal features with 48.66% confidence from JSON config
[2025-12-03T21:01:22.718163] [DEBUG] [MAG       ] Building data for symbol: SREA with lookback: 0
[2025-12-03T21:01:22.718971] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:22.719027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:22.727255] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:22.795987] [INFO ] [LOCAL     ] AEVA: Saved forecast.
[2025-12-03T21:01:22.796055] [INFO ] [main      ] AEVA: Signal=1 (Conf=90.0%), Magnitude=14.54% (Conf=62.5283%)
[2025-12-03T21:01:22.796414] [INFO ] [main      ] Fetching symbol history for CSQ...
[2025-12-03T21:01:22.796463] [DEBUG] [REMOTE    ] CSQ: Fetching historical data.
[2025-12-03T21:01:22.796650] [INFO ] [main      ] Progress: 198/965 forecasts completed (20.5%). AEVA finished in 0.6s. ETA: 2m 9s. Rate: 357.26 forecasts/min
[2025-12-03T21:01:22.808120] [DEBUG] [REMOTE    ] CSQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:22.809329] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, N/A% accuracy
[2025-12-03T21:01:22.809387] [INFO ] [LOCAL     ] CSQ: Loaded 4 optimal features with 46.27% confidence from JSON config
[2025-12-03T21:01:22.809419] [DEBUG] [MAG       ] Building data for symbol: CSQ with lookback: 0
[2025-12-03T21:01:22.810339] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:22.810413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:22.812181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:22.812748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:22.813712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:22.814878] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:22.824932] [DEBUG] [MAG       ] ERNA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:22.900773] [DEBUG] [MAG       ] VTYX: Last date is validated at 2025-12-03
[2025-12-03T21:01:22.908148] [INFO ] [LOCAL     ] ERNA: Saved forecast.
[2025-12-03T21:01:22.908220] [INFO ] [main      ] ERNA: Signal=1 (Conf=90.0%), Magnitude=19.23% (Conf=45.3251%)
[2025-12-03T21:01:22.908647] [INFO ] [main      ] Progress: 199/965 forecasts completed (20.6%). ERNA finished in 0.6s. ETA: 2m 8s. Rate: 357.86 forecasts/min
[2025-12-03T21:01:22.908834] [INFO ] [main      ] Fetching symbol history for HYMC...
[2025-12-03T21:01:22.908882] [DEBUG] [REMOTE    ] HYMC: Fetching historical data.
[2025-12-03T21:01:22.920944] [DEBUG] [REMOTE    ] HYMC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:22.922161] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 4 features, N/A% accuracy
[2025-12-03T21:01:22.922226] [INFO ] [LOCAL     ] HYMC: Loaded 4 optimal features with 54.38% confidence from JSON config
[2025-12-03T21:01:22.922272] [DEBUG] [MAG       ] Building data for symbol: HYMC with lookback: 0
[2025-12-03T21:01:22.923141] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:22.923203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:22.925023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:22.925538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:22.925992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:22.926810] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:23.067900] [DEBUG] [MAG       ] SREA: Last date is validated at 2025-12-03
[2025-12-03T21:01:23.074999] [DEBUG] [MAG       ] VTYX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:23.145253] [INFO ] [LOCAL     ] VTYX: Saved forecast.
[2025-12-03T21:01:23.145321] [INFO ] [main      ] VTYX: Signal=1 (Conf=90.0%), Magnitude=-2.10% (Conf=50.8446%)
[2025-12-03T21:01:23.145673] [INFO ] [main      ] Fetching symbol history for BFS...
[2025-12-03T21:01:23.145731] [DEBUG] [REMOTE    ] BFS: Fetching historical data.
[2025-12-03T21:01:23.147644] [INFO ] [main      ] Progress: 200/965 forecasts completed (20.7%). VTYX finished in 0.6s. ETA: 2m 9s. Rate: 357.10 forecasts/min
[2025-12-03T21:01:23.157268] [DEBUG] [REMOTE    ] BFS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:23.158257] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 3 features, N/A% accuracy
[2025-12-03T21:01:23.158310] [INFO ] [LOCAL     ] BFS: Loaded 3 optimal features with 62.67% confidence from JSON config
[2025-12-03T21:01:23.158340] [DEBUG] [MAG       ] Building data for symbol: BFS with lookback: 0
[2025-12-03T21:01:23.159113] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:23.159484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:23.162596] [DEBUG] [MAG       ] CSQ: Last date is validated at 2025-12-03
[2025-12-03T21:01:23.164213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:23.165515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:23.166178] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:23.236717] [DEBUG] [MAG       ] SREA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:23.272006] [DEBUG] [MAG       ] HYMC: Last date is validated at 2025-12-03
[2025-12-03T21:01:23.295059] [INFO ] [LOCAL     ] SREA: Saved forecast.
[2025-12-03T21:01:23.295126] [INFO ] [main      ] SREA: Signal=1 (Conf=90.0%), Magnitude=-0.15% (Conf=48.6559%)
[2025-12-03T21:01:23.295492] [INFO ] [main      ] Fetching symbol history for ARCC...
[2025-12-03T21:01:23.295548] [DEBUG] [REMOTE    ] ARCC: Fetching historical data.
[2025-12-03T21:01:23.295660] [INFO ] [main      ] Progress: 201/965 forecasts completed (20.8%). SREA finished in 0.6s. ETA: 2m 8s. Rate: 357.31 forecasts/min
[2025-12-03T21:01:23.306711] [DEBUG] [REMOTE    ] ARCC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:23.307660] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 6 features, N/A% accuracy
[2025-12-03T21:01:23.307711] [INFO ] [LOCAL     ] ARCC: Loaded 6 optimal features with 55.11% confidence from JSON config
[2025-12-03T21:01:23.307741] [DEBUG] [MAG       ] Building data for symbol: ARCC with lookback: 0
[2025-12-03T21:01:23.308542] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:23.308625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:23.310312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:23.310843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:23.311239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:23.311738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:23.312862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:23.314869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:23.333065] [DEBUG] [MAG       ] CSQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:23.395229] [INFO ] [LOCAL     ] CSQ: Saved forecast.
[2025-12-03T21:01:23.395295] [INFO ] [main      ] CSQ: Signal=1 (Conf=90.0%), Magnitude=-0.88% (Conf=46.2726%)
[2025-12-03T21:01:23.395694] [INFO ] [main      ] Fetching symbol history for NEM...
[2025-12-03T21:01:23.395746] [DEBUG] [REMOTE    ] NEM: Fetching historical data.
[2025-12-03T21:01:23.396659] [INFO ] [main      ] Progress: 202/965 forecasts completed (20.9%). CSQ finished in 0.6s. ETA: 2m 8s. Rate: 358.02 forecasts/min
[2025-12-03T21:01:23.407707] [DEBUG] [REMOTE    ] NEM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:23.408799] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 8 features, N/A% accuracy
[2025-12-03T21:01:23.408852] [INFO ] [LOCAL     ] NEM: Loaded 8 optimal features with 60.77% confidence from JSON config
[2025-12-03T21:01:23.408894] [DEBUG] [MAG       ] Building data for symbol: NEM with lookback: 0
[2025-12-03T21:01:23.409702] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:23.409765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:23.411487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:23.412026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:23.412416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:23.413228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:23.413898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:23.415535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:23.416996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:23.418239] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:23.437606] [DEBUG] [MAG       ] HYMC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:23.503535] [INFO ] [LOCAL     ] HYMC: Saved forecast.
[2025-12-03T21:01:23.503623] [INFO ] [main      ] HYMC: Signal=1 (Conf=90.0%), Magnitude=4.78% (Conf=54.3835%)
[2025-12-03T21:01:23.503777] [INFO ] [main      ] Fetching symbol history for SYNA...
[2025-12-03T21:01:23.503819] [DEBUG] [REMOTE    ] SYNA: Fetching historical data.
[2025-12-03T21:01:23.505056] [INFO ] [main      ] Progress: 203/965 forecasts completed (21.0%). HYMC finished in 0.6s. ETA: 2m 7s. Rate: 358.64 forecasts/min
[2025-12-03T21:01:23.514533] [DEBUG] [MAG       ] BFS: Last date is validated at 2025-12-03
[2025-12-03T21:01:23.515205] [DEBUG] [REMOTE    ] SYNA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:23.516273] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 1 features, N/A% accuracy
[2025-12-03T21:01:23.516325] [INFO ] [LOCAL     ] SYNA: Loaded 1 optimal features with 52.77% confidence from JSON config
[2025-12-03T21:01:23.516355] [DEBUG] [MAG       ] Building data for symbol: SYNA with lookback: 0
[2025-12-03T21:01:23.517152] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:23.517208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:23.519613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:23.654252] [DEBUG] [MAG       ] ARCC: Last date is validated at 2025-12-03
[2025-12-03T21:01:23.681069] [DEBUG] [MAG       ] BFS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:23.749668] [INFO ] [LOCAL     ] BFS: Saved forecast.
[2025-12-03T21:01:23.749733] [INFO ] [main      ] BFS: Signal=1 (Conf=90.0%), Magnitude=0.55% (Conf=62.6656%)
[2025-12-03T21:01:23.750085] [INFO ] [main      ] Fetching symbol history for AEHL...
[2025-12-03T21:01:23.750134] [DEBUG] [REMOTE    ] AEHL: Fetching historical data.
[2025-12-03T21:01:23.750671] [INFO ] [main      ] Progress: 204/965 forecasts completed (21.1%). BFS finished in 0.6s. ETA: 2m 8s. Rate: 357.82 forecasts/min
[2025-12-03T21:01:23.761126] [DEBUG] [REMOTE    ] AEHL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:23.762036] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 5 features, N/A% accuracy
[2025-12-03T21:01:23.762087] [INFO ] [LOCAL     ] AEHL: Loaded 5 optimal features with 38.11% confidence from JSON config
[2025-12-03T21:01:23.762117] [DEBUG] [MAG       ] Building data for symbol: AEHL with lookback: 0
[2025-12-03T21:01:23.762903] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:23.762961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:23.766292] [DEBUG] [MAG       ] NEM: Last date is validated at 2025-12-03
[2025-12-03T21:01:23.767686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:23.769461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:23.769951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:23.770340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:23.771050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:23.824528] [DEBUG] [MAG       ] ARCC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:23.851967] [DEBUG] [MAG       ] SYNA: Last date is validated at 2025-12-03
[2025-12-03T21:01:23.888431] [INFO ] [LOCAL     ] ARCC: Saved forecast.
[2025-12-03T21:01:23.888496] [INFO ] [main      ] ARCC: Signal=1 (Conf=90.0%), Magnitude=-0.15% (Conf=55.1053%)
[2025-12-03T21:01:23.888858] [INFO ] [main      ] Fetching symbol history for LEVI...
[2025-12-03T21:01:23.888911] [DEBUG] [REMOTE    ] LEVI: Fetching historical data.
[2025-12-03T21:01:23.890644] [INFO ] [main      ] Progress: 205/965 forecasts completed (21.2%). ARCC finished in 0.6s. ETA: 2m 7s. Rate: 358.11 forecasts/min
[2025-12-03T21:01:23.900001] [DEBUG] [REMOTE    ] LEVI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:23.900953] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 14 features, N/A% accuracy
[2025-12-03T21:01:23.901004] [INFO ] [LOCAL     ] LEVI: Loaded 14 optimal features with 60.36% confidence from JSON config
[2025-12-03T21:01:23.901034] [DEBUG] [MAG       ] Building data for symbol: LEVI with lookback: 0
[2025-12-03T21:01:23.901816] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-12-03T21:01:23.901880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:23.906648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:23.908478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:23.908980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:23.909370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:23.910122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:23.910751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:23.911875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:23.912313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:23.913307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:23.914893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:23.915884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:23.916521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:23.917563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:23.919501] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:23.937382] [DEBUG] [MAG       ] NEM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:24.021781] [DEBUG] [MAG       ] SYNA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:24.045554] [INFO ] [LOCAL     ] NEM: Saved forecast.
[2025-12-03T21:01:24.045639] [INFO ] [main      ] NEM: Signal=1 (Conf=90.0%), Magnitude=-1.82% (Conf=60.7726%)
[2025-12-03T21:01:24.046014] [INFO ] [main      ] Fetching symbol history for BLK...
[2025-12-03T21:01:24.046065] [DEBUG] [REMOTE    ] BLK: Fetching historical data.
[2025-12-03T21:01:24.046087] [INFO ] [main      ] Progress: 206/965 forecasts completed (21.3%). NEM finished in 0.6s. ETA: 2m 7s. Rate: 358.24 forecasts/min
[2025-12-03T21:01:24.057620] [DEBUG] [REMOTE    ] BLK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:24.058663] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 1 features, N/A% accuracy
[2025-12-03T21:01:24.058717] [INFO ] [LOCAL     ] BLK: Loaded 1 optimal features with 57.98% confidence from JSON config
[2025-12-03T21:01:24.058749] [DEBUG] [MAG       ] Building data for symbol: BLK with lookback: 0
[2025-12-03T21:01:24.059530] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:24.059618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:24.064621] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:24.100433] [DEBUG] [MAG       ] AEHL: Last date is validated at 2025-12-03
[2025-12-03T21:01:24.140803] [INFO ] [LOCAL     ] SYNA: Saved forecast.
[2025-12-03T21:01:24.140883] [INFO ] [main      ] SYNA: Signal=1 (Conf=90.0%), Magnitude=8.73% (Conf=52.7731%)
[2025-12-03T21:01:24.141084] [INFO ] [main      ] Fetching symbol history for COYA...
[2025-12-03T21:01:24.141142] [DEBUG] [REMOTE    ] COYA: Fetching historical data.
[2025-12-03T21:01:24.141882] [INFO ] [main      ] Progress: 207/965 forecasts completed (21.5%). SYNA finished in 0.6s. ETA: 2m 7s. Rate: 358.98 forecasts/min
[2025-12-03T21:01:24.152899] [DEBUG] [REMOTE    ] COYA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:24.153829] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 4 features, N/A% accuracy
[2025-12-03T21:01:24.153884] [INFO ] [LOCAL     ] COYA: Loaded 4 optimal features with 51.87% confidence from JSON config
[2025-12-03T21:01:24.153916] [DEBUG] [MAG       ] Building data for symbol: COYA with lookback: 0
[2025-12-03T21:01:24.154727] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:24.154788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:24.160077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:24.199100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:24.201990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:24.219500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:24.257667] [DEBUG] [MAG       ] LEVI: Last date is validated at 2025-12-03
[2025-12-03T21:01:24.267748] [DEBUG] [MAG       ] AEHL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:24.352644] [INFO ] [LOCAL     ] AEHL: Saved forecast.
[2025-12-03T21:01:24.352710] [INFO ] [main      ] AEHL: Signal=1 (Conf=90.0%), Magnitude=0.55% (Conf=38.1053%)
[2025-12-03T21:01:24.353056] [INFO ] [main      ] Fetching symbol history for CRMD...
[2025-12-03T21:01:24.353106] [DEBUG] [REMOTE    ] CRMD: Fetching historical data.
[2025-12-03T21:01:24.353657] [INFO ] [main      ] Progress: 208/965 forecasts completed (21.6%). AEHL finished in 0.6s. ETA: 2m 7s. Rate: 358.52 forecasts/min
[2025-12-03T21:01:24.364413] [DEBUG] [REMOTE    ] CRMD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:24.366254] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 9 features, N/A% accuracy
[2025-12-03T21:01:24.366306] [INFO ] [LOCAL     ] CRMD: Loaded 9 optimal features with 40.77% confidence from JSON config
[2025-12-03T21:01:24.366336] [DEBUG] [MAG       ] Building data for symbol: CRMD with lookback: 0
[2025-12-03T21:01:24.367128] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:24.367189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:24.372104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:24.373871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:24.374333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:24.374738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:24.375641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:24.415068] [DEBUG] [MAG       ] BLK: Last date is validated at 2025-12-03
[2025-12-03T21:01:24.424058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:24.425626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:24.425801] [DEBUG] [MAG       ] LEVI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:24.428109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:24.429373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:24.511163] [INFO ] [LOCAL     ] LEVI: Saved forecast.
[2025-12-03T21:01:24.511243] [INFO ] [main      ] LEVI: Signal=1 (Conf=90.0%), Magnitude=2.03% (Conf=60.3632%)
[2025-12-03T21:01:24.511616] [INFO ] [main      ] Fetching symbol history for WTBA...
[2025-12-03T21:01:24.511767] [DEBUG] [REMOTE    ] WTBA: Fetching historical data.
[2025-12-03T21:01:24.512662] [INFO ] [main      ] Progress: 209/965 forecasts completed (21.7%). LEVI finished in 0.6s. ETA: 2m 6s. Rate: 358.60 forecasts/min
[2025-12-03T21:01:24.522911] [DEBUG] [REMOTE    ] WTBA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:24.523912] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 9 features, N/A% accuracy
[2025-12-03T21:01:24.523966] [INFO ] [LOCAL     ] WTBA: Loaded 9 optimal features with 64.38% confidence from JSON config
[2025-12-03T21:01:24.523999] [DEBUG] [MAG       ] Building data for symbol: WTBA with lookback: 0
[2025-12-03T21:01:24.524825] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:24.524888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:24.526631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:24.527139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:24.527545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:24.528679] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:24.531377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:24.532417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:24.536749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:24.538180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:24.540970] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:24.559968] [DEBUG] [MAG       ] COYA: Last date is validated at 2025-12-03
[2025-12-03T21:01:24.595037] [DEBUG] [MAG       ] BLK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:24.733730] [DEBUG] [MAG       ] COYA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:24.763882] [DEBUG] [MAG       ] CRMD: Last date is validated at 2025-12-03
[2025-12-03T21:01:24.764362] [INFO ] [LOCAL     ] BLK: Saved forecast.
[2025-12-03T21:01:24.764431] [INFO ] [main      ] BLK: Signal=1 (Conf=90.0%), Magnitude=3.10% (Conf=57.9848%)
[2025-12-03T21:01:24.764813] [INFO ] [main      ] Fetching symbol history for MBIN...
[2025-12-03T21:01:24.764863] [DEBUG] [REMOTE    ] MBIN: Fetching historical data.
[2025-12-03T21:01:24.765180] [INFO ] [main      ] Progress: 210/965 forecasts completed (21.8%). BLK finished in 0.7s. ETA: 2m 7s. Rate: 357.74 forecasts/min
[2025-12-03T21:01:24.776154] [DEBUG] [REMOTE    ] MBIN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:24.777138] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 2 features, N/A% accuracy
[2025-12-03T21:01:24.777189] [INFO ] [LOCAL     ] MBIN: Loaded 2 optimal features with 55.12% confidence from JSON config
[2025-12-03T21:01:24.777220] [DEBUG] [MAG       ] Building data for symbol: MBIN with lookback: 0
[2025-12-03T21:01:24.778066] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:24.778133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:24.779230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:24.812448] [INFO ] [LOCAL     ] COYA: Saved forecast.
[2025-12-03T21:01:24.812517] [INFO ] [main      ] COYA: Signal=1 (Conf=90.0%), Magnitude=-3.38% (Conf=51.8734%)
[2025-12-03T21:01:24.812699] [INFO ] [main      ] Fetching symbol history for NXGL...
[2025-12-03T21:01:24.813088] [DEBUG] [REMOTE    ] NXGL: Fetching historical data.
[2025-12-03T21:01:24.813991] [INFO ] [main      ] Progress: 211/965 forecasts completed (21.9%). COYA finished in 0.7s. ETA: 2m 6s. Rate: 358.94 forecasts/min
[2025-12-03T21:01:24.820247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:24.824569] [DEBUG] [REMOTE    ] NXGL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:24.825646] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 3 features, N/A% accuracy
[2025-12-03T21:01:24.825699] [INFO ] [LOCAL     ] NXGL: Loaded 3 optimal features with 49.28% confidence from JSON config
[2025-12-03T21:01:24.825729] [DEBUG] [MAG       ] Building data for symbol: NXGL with lookback: 0
[2025-12-03T21:01:24.826544] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:24.826639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:24.831648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:24.834348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:24.838916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:24.889434] [DEBUG] [MAG       ] WTBA: Last date is validated at 2025-12-03
[2025-12-03T21:01:24.929702] [DEBUG] [MAG       ] CRMD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:25.024564] [INFO ] [LOCAL     ] CRMD: Saved forecast.
[2025-12-03T21:01:25.024652] [INFO ] [main      ] CRMD: Signal=1 (Conf=90.0%), Magnitude=2.95% (Conf=40.7657%)
[2025-12-03T21:01:25.025003] [INFO ] [main      ] Fetching symbol history for PTF...
[2025-12-03T21:01:25.025052] [DEBUG] [REMOTE    ] PTF: Fetching historical data.
[2025-12-03T21:01:25.025653] [INFO ] [main      ] Progress: 212/965 forecasts completed (22.0%). CRMD finished in 0.7s. ETA: 2m 6s. Rate: 358.49 forecasts/min
[2025-12-03T21:01:25.036540] [DEBUG] [REMOTE    ] PTF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:25.037716] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 3 features, N/A% accuracy
[2025-12-03T21:01:25.037772] [INFO ] [LOCAL     ] PTF: Loaded 3 optimal features with 55.30% confidence from JSON config
[2025-12-03T21:01:25.037803] [DEBUG] [MAG       ] Building data for symbol: PTF with lookback: 0
[2025-12-03T21:01:25.038687] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:25.038746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:25.043486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:25.076701] [DEBUG] [MAG       ] WTBA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:25.151857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:25.153309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:25.155104] [INFO ] [LOCAL     ] WTBA: Saved forecast.
[2025-12-03T21:01:25.155170] [INFO ] [main      ] WTBA: Signal=1 (Conf=90.0%), Magnitude=0.88% (Conf=64.3834%)
[2025-12-03T21:01:25.155526] [INFO ] [main      ] Fetching symbol history for ONDS...
[2025-12-03T21:01:25.155591] [DEBUG] [REMOTE    ] ONDS: Fetching historical data.
[2025-12-03T21:01:25.155666] [INFO ] [main      ] Progress: 213/965 forecasts completed (22.1%). WTBA finished in 0.6s. ETA: 2m 6s. Rate: 358.87 forecasts/min
[2025-12-03T21:01:25.165278] [DEBUG] [MAG       ] MBIN: Last date is validated at 2025-12-03
[2025-12-03T21:01:25.167084] [DEBUG] [REMOTE    ] ONDS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:25.168286] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 5 features, N/A% accuracy
[2025-12-03T21:01:25.168340] [INFO ] [LOCAL     ] ONDS: Loaded 5 optimal features with 54.01% confidence from JSON config
[2025-12-03T21:01:25.168370] [DEBUG] [MAG       ] Building data for symbol: ONDS with lookback: 0
[2025-12-03T21:01:25.169228] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:25.169299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:25.175469] [DEBUG] [MAG       ] NXGL: Last date is validated at 2025-12-03
[2025-12-03T21:01:25.177605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:25.178498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:25.179772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:25.181722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:25.183601] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:25.338650] [DEBUG] [MAG       ] MBIN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:25.343022] [DEBUG] [MAG       ] NXGL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:25.423323] [INFO ] [LOCAL     ] NXGL: Saved forecast.
[2025-12-03T21:01:25.423413] [INFO ] [main      ] NXGL: Signal=1 (Conf=90.0%), Magnitude=-0.07% (Conf=49.2825%)
[2025-12-03T21:01:25.423654] [INFO ] [main      ] Fetching symbol history for AMPG...
[2025-12-03T21:01:25.423720] [DEBUG] [REMOTE    ] AMPG: Fetching historical data.
[2025-12-03T21:01:25.423965] [INFO ] [LOCAL     ] MBIN: Saved forecast.
[2025-12-03T21:01:25.424031] [INFO ] [main      ] MBIN: Signal=1 (Conf=90.0%), Magnitude=2.00% (Conf=55.1157%)
[2025-12-03T21:01:25.424002] [INFO ] [main      ] Progress: 214/965 forecasts completed (22.2%). NXGL finished in 0.6s. ETA: 2m 6s. Rate: 357.86 forecasts/min
[2025-12-03T21:01:25.424234] [INFO ] [main      ] Fetching symbol history for IGSB...
[2025-12-03T21:01:25.424316] [DEBUG] [REMOTE    ] IGSB: Fetching historical data.
[2025-12-03T21:01:25.425044] [INFO ] [main      ] Progress: 215/965 forecasts completed (22.3%). MBIN finished in 0.7s. ETA: 2m 5s. Rate: 359.52 forecasts/min
[2025-12-03T21:01:25.436442] [DEBUG] [REMOTE    ] IGSB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:25.437536] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 5 features, N/A% accuracy
[2025-12-03T21:01:25.437607] [INFO ] [LOCAL     ] IGSB: Loaded 5 optimal features with 25.76% confidence from JSON config
[2025-12-03T21:01:25.437641] [DEBUG] [MAG       ] Building data for symbol: IGSB with lookback: 0
[2025-12-03T21:01:25.438460] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:25.438519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:25.440248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:25.440789] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:25.440980] [DEBUG] [REMOTE    ] AMPG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:25.441180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:25.441941] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 1 features, N/A% accuracy
[2025-12-03T21:01:25.442016] [INFO ] [LOCAL     ] AMPG: Loaded 1 optimal features with 47.95% confidence from JSON config
[2025-12-03T21:01:25.442068] [DEBUG] [MAG       ] Building data for symbol: AMPG with lookback: 0
[2025-12-03T21:01:25.443251] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:25.443325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:25.444885] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:25.481029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:25.481771] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:25.502665] [DEBUG] [MAG       ] PTF: Last date is validated at 2025-12-03
[2025-12-03T21:01:25.542436] [DEBUG] [MAG       ] ONDS: Last date is validated at 2025-12-03
[2025-12-03T21:01:25.686688] [DEBUG] [MAG       ] PTF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:25.711739] [DEBUG] [MAG       ] ONDS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:25.786295] [INFO ] [LOCAL     ] ONDS: Saved forecast.
[2025-12-03T21:01:25.786360] [INFO ] [main      ] ONDS: Signal=1 (Conf=90.0%), Magnitude=-15.77% (Conf=54.0059%)
[2025-12-03T21:01:25.786714] [INFO ] [main      ] Fetching symbol history for MCBS...
[2025-12-03T21:01:25.786764] [DEBUG] [REMOTE    ] MCBS: Fetching historical data.
[2025-12-03T21:01:25.787669] [INFO ] [main      ] Progress: 216/965 forecasts completed (22.4%). ONDS finished in 0.6s. ETA: 2m 6s. Rate: 357.58 forecasts/min
[2025-12-03T21:01:25.789826] [DEBUG] [MAG       ] AMPG: Last date is validated at 2025-12-03
[2025-12-03T21:01:25.790703] [INFO ] [LOCAL     ] PTF: Saved forecast.
[2025-12-03T21:01:25.790773] [INFO ] [main      ] PTF: Signal=1 (Conf=90.0%), Magnitude=-0.14% (Conf=55.3015%)
[2025-12-03T21:01:25.791147] [INFO ] [main      ] Fetching symbol history for COTY...
[2025-12-03T21:01:25.791200] [DEBUG] [REMOTE    ] COTY: Fetching historical data.
[2025-12-03T21:01:25.791622] [INFO ] [main      ] Progress: 217/965 forecasts completed (22.5%). PTF finished in 0.8s. ETA: 2m 5s. Rate: 359.19 forecasts/min
[2025-12-03T21:01:25.798051] [DEBUG] [REMOTE    ] MCBS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:25.799154] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, N/A% accuracy
[2025-12-03T21:01:25.799206] [INFO ] [LOCAL     ] MCBS: Loaded 3 optimal features with 57.52% confidence from JSON config
[2025-12-03T21:01:25.799237] [DEBUG] [MAG       ] Building data for symbol: MCBS with lookback: 0
[2025-12-03T21:01:25.800028] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:25.800086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:25.803525] [DEBUG] [REMOTE    ] COTY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:25.804472] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 6 features, N/A% accuracy
[2025-12-03T21:01:25.804533] [INFO ] [LOCAL     ] COTY: Loaded 6 optimal features with 59.94% confidence from JSON config
[2025-12-03T21:01:25.804619] [DEBUG] [MAG       ] Building data for symbol: COTY with lookback: 0
[2025-12-03T21:01:25.804997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:25.805555] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:25.805650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:25.807421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:25.807985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:25.808460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:25.808909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:25.809869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:25.812279] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:25.833772] [DEBUG] [MAG       ] IGSB: Last date is validated at 2025-12-03
[2025-12-03T21:01:25.923190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:25.924217] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:25.956060] [DEBUG] [MAG       ] AMPG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:26.005221] [DEBUG] [MAG       ] IGSB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:26.015652] [INFO ] [LOCAL     ] AMPG: Saved forecast.
[2025-12-03T21:01:26.015718] [INFO ] [main      ] AMPG: Signal=1 (Conf=90.0%), Magnitude=8.18% (Conf=47.9484%)
[2025-12-03T21:01:26.015874] [INFO ] [main      ] Fetching symbol history for PHIN...
[2025-12-03T21:01:26.015916] [DEBUG] [REMOTE    ] PHIN: Fetching historical data.
[2025-12-03T21:01:26.016937] [INFO ] [main      ] Progress: 218/965 forecasts completed (22.6%). AMPG finished in 0.6s. ETA: 2m 5s. Rate: 358.62 forecasts/min
[2025-12-03T21:01:26.028369] [DEBUG] [REMOTE    ] PHIN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:26.029356] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 5 features, N/A% accuracy
[2025-12-03T21:01:26.029405] [INFO ] [LOCAL     ] PHIN: Loaded 5 optimal features with 72.32% confidence from JSON config
[2025-12-03T21:01:26.029435] [DEBUG] [MAG       ] Building data for symbol: PHIN with lookback: 0
[2025-12-03T21:01:26.030231] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:26.030290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:26.034936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:26.037324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:26.038286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:26.040923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:26.046430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:26.061537] [INFO ] [LOCAL     ] IGSB: Saved forecast.
[2025-12-03T21:01:26.061621] [INFO ] [main      ] IGSB: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=25.7641%)
[2025-12-03T21:01:26.061952] [INFO ] [main      ] Fetching symbol history for CNO...
[2025-12-03T21:01:26.062001] [DEBUG] [REMOTE    ] CNO: Fetching historical data.
[2025-12-03T21:01:26.062660] [INFO ] [main      ] Progress: 219/965 forecasts completed (22.7%). IGSB finished in 0.6s. ETA: 2m 4s. Rate: 359.81 forecasts/min
[2025-12-03T21:01:26.073140] [DEBUG] [REMOTE    ] CNO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:26.074142] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, N/A% accuracy
[2025-12-03T21:01:26.074191] [INFO ] [LOCAL     ] CNO: Loaded 5 optimal features with 54.20% confidence from JSON config
[2025-12-03T21:01:26.074221] [DEBUG] [MAG       ] Building data for symbol: CNO with lookback: 0
[2025-12-03T21:01:26.075033] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:26.075092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:26.079914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:26.081658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:26.082119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:26.123306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:26.124840] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:26.168389] [DEBUG] [MAG       ] COTY: Last date is validated at 2025-12-03
[2025-12-03T21:01:26.266962] [DEBUG] [MAG       ] MCBS: Last date is validated at 2025-12-03
[2025-12-03T21:01:26.348450] [DEBUG] [MAG       ] COTY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:26.379090] [DEBUG] [MAG       ] PHIN: Last date is validated at 2025-12-03
[2025-12-03T21:01:26.413892] [INFO ] [LOCAL     ] COTY: Saved forecast.
[2025-12-03T21:01:26.414320] [INFO ] [main      ] COTY: Signal=1 (Conf=90.0%), Magnitude=1.21% (Conf=59.9368%)
[2025-12-03T21:01:26.414721] [INFO ] [main      ] Fetching symbol history for NEOG...
[2025-12-03T21:01:26.414777] [DEBUG] [REMOTE    ] NEOG: Fetching historical data.
[2025-12-03T21:01:26.415662] [INFO ] [main      ] Progress: 220/965 forecasts completed (22.8%). COTY finished in 0.6s. ETA: 2m 5s. Rate: 358.00 forecasts/min
[2025-12-03T21:01:26.426990] [DEBUG] [REMOTE    ] NEOG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:26.428188] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 3 features, N/A% accuracy
[2025-12-03T21:01:26.428241] [INFO ] [LOCAL     ] NEOG: Loaded 3 optimal features with 56.68% confidence from JSON config
[2025-12-03T21:01:26.428273] [DEBUG] [MAG       ] Building data for symbol: NEOG with lookback: 0
[2025-12-03T21:01:26.429242] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:26.429317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:26.452077] [DEBUG] [MAG       ] MCBS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:26.488529] [DEBUG] [MAG       ] CNO: Last date is validated at 2025-12-03
[2025-12-03T21:01:26.511269] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:26.513627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:26.515132] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:26.525177] [INFO ] [LOCAL     ] MCBS: Saved forecast.
[2025-12-03T21:01:26.525241] [INFO ] [main      ] MCBS: Signal=1 (Conf=90.0%), Magnitude=1.66% (Conf=57.5233%)
[2025-12-03T21:01:26.525704] [INFO ] [main      ] Fetching symbol history for AUDC...
[2025-12-03T21:01:26.525754] [DEBUG] [REMOTE    ] AUDC: Fetching historical data.
[2025-12-03T21:01:26.526655] [INFO ] [main      ] Progress: 221/965 forecasts completed (22.9%). MCBS finished in 0.7s. ETA: 2m 5s. Rate: 358.54 forecasts/min
[2025-12-03T21:01:26.536673] [DEBUG] [REMOTE    ] AUDC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:26.537810] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 6 features, N/A% accuracy
[2025-12-03T21:01:26.537870] [INFO ] [LOCAL     ] AUDC: Loaded 6 optimal features with 55.32% confidence from JSON config
[2025-12-03T21:01:26.537901] [DEBUG] [MAG       ] Building data for symbol: AUDC with lookback: 0
[2025-12-03T21:01:26.538760] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:26.538829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:26.543726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:26.544695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:26.546358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:26.547703] [DEBUG] [MAG       ] PHIN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:26.622081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:26.625367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:26.626471] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:26.644664] [INFO ] [LOCAL     ] PHIN: Saved forecast.
[2025-12-03T21:01:26.644734] [INFO ] [main      ] PHIN: Signal=1 (Conf=90.0%), Magnitude=2.26% (Conf=72.3159%)
[2025-12-03T21:01:26.644894] [INFO ] [main      ] Fetching symbol history for KEYS...
[2025-12-03T21:01:26.644935] [DEBUG] [REMOTE    ] KEYS: Fetching historical data.
[2025-12-03T21:01:26.646084] [INFO ] [main      ] Progress: 222/965 forecasts completed (23.0%). PHIN finished in 0.6s. ETA: 2m 4s. Rate: 359.01 forecasts/min
[2025-12-03T21:01:26.658004] [DEBUG] [REMOTE    ] KEYS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:26.658989] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 6 features, N/A% accuracy
[2025-12-03T21:01:26.659044] [INFO ] [LOCAL     ] KEYS: Loaded 6 optimal features with 61.38% confidence from JSON config
[2025-12-03T21:01:26.659075] [DEBUG] [MAG       ] Building data for symbol: KEYS with lookback: 0
[2025-12-03T21:01:26.660011] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:26.660072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:26.661759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:26.662277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:26.666019] [DEBUG] [MAG       ] CNO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:26.712981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:26.731239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:26.732748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:26.734402] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:26.749206] [INFO ] [LOCAL     ] CNO: Saved forecast.
[2025-12-03T21:01:26.749272] [INFO ] [main      ] CNO: Signal=1 (Conf=90.0%), Magnitude=-0.29% (Conf=54.1952%)
[2025-12-03T21:01:26.749634] [INFO ] [main      ] Fetching symbol history for KPTI...
[2025-12-03T21:01:26.749684] [DEBUG] [REMOTE    ] KPTI: Fetching historical data.
[2025-12-03T21:01:26.749670] [INFO ] [main      ] Progress: 223/965 forecasts completed (23.1%). CNO finished in 0.7s. ETA: 2m 4s. Rate: 359.62 forecasts/min
[2025-12-03T21:01:26.761111] [DEBUG] [REMOTE    ] KPTI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:26.762026] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 6 features, N/A% accuracy
[2025-12-03T21:01:26.762076] [INFO ] [LOCAL     ] KPTI: Loaded 6 optimal features with 57.24% confidence from JSON config
[2025-12-03T21:01:26.762107] [DEBUG] [MAG       ] Building data for symbol: KPTI with lookback: 0
[2025-12-03T21:01:26.762881] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:26.762940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:26.767730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:26.769486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:26.769966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:26.770362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:26.863859] [DEBUG] [MAG       ] NEOG: Last date is validated at 2025-12-03
[2025-12-03T21:01:26.877888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:26.879819] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:26.965047] [DEBUG] [MAG       ] AUDC: Last date is validated at 2025-12-03
[2025-12-03T21:01:27.028828] [DEBUG] [MAG       ] NEOG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:27.072609] [DEBUG] [MAG       ] KEYS: Last date is validated at 2025-12-03
[2025-12-03T21:01:27.101731] [INFO ] [LOCAL     ] NEOG: Saved forecast.
[2025-12-03T21:01:27.101798] [INFO ] [main      ] NEOG: Signal=1 (Conf=90.0%), Magnitude=5.42% (Conf=56.6818%)
[2025-12-03T21:01:27.102145] [INFO ] [main      ] Fetching symbol history for RCKY...
[2025-12-03T21:01:27.102193] [DEBUG] [REMOTE    ] RCKY: Fetching historical data.
[2025-12-03T21:01:27.102826] [INFO ] [main      ] Progress: 224/965 forecasts completed (23.2%). NEOG finished in 0.7s. ETA: 2m 4s. Rate: 357.84 forecasts/min
[2025-12-03T21:01:27.113188] [DEBUG] [REMOTE    ] RCKY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:27.114106] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 7 features, N/A% accuracy
[2025-12-03T21:01:27.114157] [INFO ] [LOCAL     ] RCKY: Loaded 7 optimal features with 58.16% confidence from JSON config
[2025-12-03T21:01:27.114187] [DEBUG] [MAG       ] Building data for symbol: RCKY with lookback: 0
[2025-12-03T21:01:27.114996] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:27.115055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:27.119758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:27.120552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:27.122891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:27.136400] [DEBUG] [MAG       ] AUDC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:27.161061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:27.161941] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:27.163262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:27.164371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:27.203164] [INFO ] [LOCAL     ] AUDC: Saved forecast.
[2025-12-03T21:01:27.203229] [INFO ] [main      ] AUDC: Signal=1 (Conf=90.0%), Magnitude=-0.73% (Conf=55.3167%)
[2025-12-03T21:01:27.203384] [INFO ] [main      ] Fetching symbol history for EOD...
[2025-12-03T21:01:27.203427] [DEBUG] [REMOTE    ] EOD: Fetching historical data.
[2025-12-03T21:01:27.204666] [INFO ] [main      ] Progress: 225/965 forecasts completed (23.3%). AUDC finished in 0.7s. ETA: 2m 4s. Rate: 358.46 forecasts/min
[2025-12-03T21:01:27.214930] [DEBUG] [REMOTE    ] EOD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:27.215092] [DEBUG] [MAG       ] KPTI: Last date is validated at 2025-12-03
[2025-12-03T21:01:27.215928] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 11 features, N/A% accuracy
[2025-12-03T21:01:27.215979] [INFO ] [LOCAL     ] EOD: Loaded 11 optimal features with 25.30% confidence from JSON config
[2025-12-03T21:01:27.216010] [DEBUG] [MAG       ] Building data for symbol: EOD with lookback: 0
[2025-12-03T21:01:27.216785] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:01:27.216847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:27.218541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:27.219065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:27.219451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:27.221060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:27.242798] [DEBUG] [MAG       ] KEYS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:27.260538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:27.261659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:27.262874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:27.264908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:27.282300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:27.283732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:27.285193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:27.378500] [INFO ] [LOCAL     ] KEYS: Saved forecast.
[2025-12-03T21:01:27.378589] [INFO ] [main      ] KEYS: Signal=1 (Conf=90.0%), Magnitude=-1.52% (Conf=61.376%)
[2025-12-03T21:01:27.378976] [INFO ] [main      ] Fetching symbol history for LSPD...
[2025-12-03T21:01:27.379026] [DEBUG] [REMOTE    ] LSPD: Fetching historical data.
[2025-12-03T21:01:27.379498] [DEBUG] [MAG       ] KPTI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:27.379854] [INFO ] [main      ] Progress: 226/965 forecasts completed (23.4%). KEYS finished in 0.7s. ETA: 2m 4s. Rate: 358.39 forecasts/min
[2025-12-03T21:01:27.391456] [DEBUG] [REMOTE    ] LSPD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:27.392418] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 5 features, N/A% accuracy
[2025-12-03T21:01:27.392467] [INFO ] [LOCAL     ] LSPD: Loaded 5 optimal features with 50.65% confidence from JSON config
[2025-12-03T21:01:27.392498] [DEBUG] [MAG       ] Building data for symbol: LSPD with lookback: 0
[2025-12-03T21:01:27.393282] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:27.393343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:27.398071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:27.399877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:27.400346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:27.401399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:27.403425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:27.450897] [INFO ] [LOCAL     ] KPTI: Saved forecast.
[2025-12-03T21:01:27.450963] [INFO ] [main      ] KPTI: Signal=1 (Conf=90.0%), Magnitude=3.95% (Conf=57.2377%)
[2025-12-03T21:01:27.451315] [INFO ] [main      ] Fetching symbol history for SMTC...
[2025-12-03T21:01:27.451364] [DEBUG] [REMOTE    ] SMTC: Fetching historical data.
[2025-12-03T21:01:27.451672] [INFO ] [main      ] Progress: 227/965 forecasts completed (23.5%). KPTI finished in 0.7s. ETA: 2m 3s. Rate: 359.29 forecasts/min
[2025-12-03T21:01:27.463350] [DEBUG] [REMOTE    ] SMTC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:27.464404] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 4 features, N/A% accuracy
[2025-12-03T21:01:27.464454] [INFO ] [LOCAL     ] SMTC: Loaded 4 optimal features with 56.72% confidence from JSON config
[2025-12-03T21:01:27.464485] [DEBUG] [MAG       ] Building data for symbol: SMTC with lookback: 0
[2025-12-03T21:01:27.465266] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:27.465323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:27.470061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:27.471805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:27.472267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:27.472678] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:27.496884] [DEBUG] [MAG       ] RCKY: Last date is validated at 2025-12-03
[2025-12-03T21:01:27.630978] [DEBUG] [MAG       ] EOD: Last date is validated at 2025-12-03
[2025-12-03T21:01:27.660727] [DEBUG] [MAG       ] RCKY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:27.759948] [INFO ] [LOCAL     ] RCKY: Saved forecast.
[2025-12-03T21:01:27.760020] [INFO ] [main      ] RCKY: Signal=1 (Conf=90.0%), Magnitude=-1.89% (Conf=58.1593%)
[2025-12-03T21:01:27.760398] [INFO ] [main      ] Fetching symbol history for EVSD...
[2025-12-03T21:01:27.760450] [DEBUG] [REMOTE    ] EVSD: Fetching historical data.
[2025-12-03T21:01:27.761657] [INFO ] [main      ] Progress: 228/965 forecasts completed (23.6%). RCKY finished in 0.7s. ETA: 2m 4s. Rate: 357.95 forecasts/min
[2025-12-03T21:01:27.762499] [DEBUG] [MAG       ] LSPD: Last date is validated at 2025-12-03
[2025-12-03T21:01:27.771550] [DEBUG] [REMOTE    ] EVSD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:27.772622] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 7 features, N/A% accuracy
[2025-12-03T21:01:27.772680] [INFO ] [LOCAL     ] EVSD: Loaded 7 optimal features with 27.71% confidence from JSON config
[2025-12-03T21:01:27.772712] [DEBUG] [MAG       ] Building data for symbol: EVSD with lookback: 0
[2025-12-03T21:01:27.773516] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:27.773597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:27.776091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:27.777864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:27.804817] [DEBUG] [MAG       ] EOD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:27.813414] [DEBUG] [MAG       ] SMTC: Last date is validated at 2025-12-03
[2025-12-03T21:01:27.825395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:27.829864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:27.845060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:27.846505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:27.848014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:27.940287] [DEBUG] [MAG       ] LSPD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:27.951763] [INFO ] [LOCAL     ] EOD: Saved forecast.
[2025-12-03T21:01:27.951838] [INFO ] [main      ] EOD: Signal=1 (Conf=90.0%), Magnitude=-0.17% (Conf=25.2952%)
[2025-12-03T21:01:27.951990] [INFO ] [main      ] Fetching symbol history for TWG...
[2025-12-03T21:01:27.952032] [DEBUG] [REMOTE    ] TWG: Fetching historical data.
[2025-12-03T21:01:27.953664] [INFO ] [main      ] Progress: 229/965 forecasts completed (23.7%). EOD finished in 0.7s. ETA: 2m 3s. Rate: 357.72 forecasts/min
[2025-12-03T21:01:27.963007] [DEBUG] [REMOTE    ] TWG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:27.965513] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 2 features, N/A% accuracy
[2025-12-03T21:01:27.965567] [INFO ] [LOCAL     ] TWG: Loaded 2 optimal features with 18.26% confidence from JSON config
[2025-12-03T21:01:27.965615] [DEBUG] [MAG       ] Building data for symbol: TWG with lookback: 0
[2025-12-03T21:01:27.966390] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:27.966446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:27.967155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:27.981033] [DEBUG] [MAG       ] SMTC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:28.016385] [INFO ] [LOCAL     ] LSPD: Saved forecast.
[2025-12-03T21:01:28.016463] [INFO ] [main      ] LSPD: Signal=1 (Conf=90.0%), Magnitude=-1.41% (Conf=50.6472%)
[2025-12-03T21:01:28.017077] [INFO ] [main      ] Progress: 230/965 forecasts completed (23.8%). LSPD finished in 0.6s. ETA: 2m 3s. Rate: 358.69 forecasts/min
[2025-12-03T21:01:28.017220] [INFO ] [main      ] Fetching symbol history for DRIO...
[2025-12-03T21:01:28.017281] [DEBUG] [REMOTE    ] DRIO: Fetching historical data.
[2025-12-03T21:01:28.029911] [DEBUG] [REMOTE    ] DRIO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:28.031048] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 3 features, N/A% accuracy
[2025-12-03T21:01:28.031103] [INFO ] [LOCAL     ] DRIO: Loaded 3 optimal features with 53.25% confidence from JSON config
[2025-12-03T21:01:28.031135] [DEBUG] [MAG       ] Building data for symbol: DRIO with lookback: 0
[2025-12-03T21:01:28.031943] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:28.032003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:28.037026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:28.077019] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:28.106145] [INFO ] [LOCAL     ] SMTC: Saved forecast.
[2025-12-03T21:01:28.106211] [INFO ] [main      ] SMTC: Signal=1 (Conf=90.0%), Magnitude=-7.59% (Conf=56.7246%)
[2025-12-03T21:01:28.106566] [INFO ] [main      ] Fetching symbol history for VLRS...
[2025-12-03T21:01:28.106637] [DEBUG] [REMOTE    ] VLRS: Fetching historical data.
[2025-12-03T21:01:28.107656] [INFO ] [main      ] Progress: 231/965 forecasts completed (23.9%). SMTC finished in 0.7s. ETA: 2m 3s. Rate: 359.40 forecasts/min
[2025-12-03T21:01:28.118699] [DEBUG] [REMOTE    ] VLRS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:28.120029] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 9 features, N/A% accuracy
[2025-12-03T21:01:28.120393] [INFO ] [LOCAL     ] VLRS: Loaded 9 optimal features with 55.02% confidence from JSON config
[2025-12-03T21:01:28.120427] [DEBUG] [MAG       ] Building data for symbol: VLRS with lookback: 0
[2025-12-03T21:01:28.121205] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:28.121266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:28.126005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:28.127748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:28.128281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:28.128686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:28.129529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:28.130448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:28.155703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:28.157462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:28.184539] [DEBUG] [MAG       ] EVSD: Last date is validated at 2025-12-03
[2025-12-03T21:01:28.203481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:28.204799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:28.207068] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:28.350506] [DEBUG] [MAG       ] EVSD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:28.423268] [DEBUG] [MAG       ] TWG: Last date is validated at 2025-12-03
[2025-12-03T21:01:28.479958] [INFO ] [LOCAL     ] EVSD: Saved forecast.
[2025-12-03T21:01:28.480023] [INFO ] [main      ] EVSD: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=27.7051%)
[2025-12-03T21:01:28.480398] [INFO ] [main      ] Fetching symbol history for TRI...
[2025-12-03T21:01:28.480447] [DEBUG] [REMOTE    ] TRI: Fetching historical data.
[2025-12-03T21:01:28.481650] [INFO ] [main      ] Progress: 232/965 forecasts completed (24.0%). EVSD finished in 0.7s. ETA: 2m 3s. Rate: 357.49 forecasts/min
[2025-12-03T21:01:28.492058] [DEBUG] [REMOTE    ] TRI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:28.493197] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 4 features, N/A% accuracy
[2025-12-03T21:01:28.493247] [INFO ] [LOCAL     ] TRI: Loaded 4 optimal features with 57.28% confidence from JSON config
[2025-12-03T21:01:28.493277] [DEBUG] [MAG       ] Building data for symbol: TRI with lookback: 0
[2025-12-03T21:01:28.494058] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:28.494117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:28.495758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:28.496256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:28.497304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:28.499264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:28.505749] [DEBUG] [MAG       ] DRIO: Last date is validated at 2025-12-03
[2025-12-03T21:01:28.542015] [DEBUG] [MAG       ] VLRS: Last date is validated at 2025-12-03
[2025-12-03T21:01:28.595202] [DEBUG] [MAG       ] TWG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:28.672043] [DEBUG] [MAG       ] DRIO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:28.708561] [DEBUG] [MAG       ] VLRS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:28.753235] [INFO ] [LOCAL     ] DRIO: Saved forecast.
[2025-12-03T21:01:28.753301] [INFO ] [main      ] DRIO: Signal=1 (Conf=90.0%), Magnitude=-2.92% (Conf=53.2489%)
[2025-12-03T21:01:28.753457] [INFO ] [main      ] Fetching symbol history for HBNC...
[2025-12-03T21:01:28.753500] [DEBUG] [REMOTE    ] HBNC: Fetching historical data.
[2025-12-03T21:01:28.754162] [INFO ] [main      ] Progress: 233/965 forecasts completed (24.1%). DRIO finished in 0.7s. ETA: 2m 3s. Rate: 356.54 forecasts/min
[2025-12-03T21:01:28.765138] [DEBUG] [REMOTE    ] HBNC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:28.766140] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 6 features, N/A% accuracy
[2025-12-03T21:01:28.766189] [INFO ] [LOCAL     ] HBNC: Loaded 6 optimal features with 53.07% confidence from JSON config
[2025-12-03T21:01:28.766219] [DEBUG] [MAG       ] Building data for symbol: HBNC with lookback: 0
[2025-12-03T21:01:28.767013] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:28.767072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:28.768809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:28.769304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:28.769710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:28.770591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:28.774558] [INFO ] [LOCAL     ] VLRS: Saved forecast.
[2025-12-03T21:01:28.774645] [INFO ] [main      ] VLRS: Signal=1 (Conf=90.0%), Magnitude=5.40% (Conf=55.0169%)
[2025-12-03T21:01:28.774974] [INFO ] [main      ] Fetching symbol history for PEG...
[2025-12-03T21:01:28.775023] [DEBUG] [REMOTE    ] PEG: Fetching historical data.
[2025-12-03T21:01:28.775654] [INFO ] [main      ] Progress: 234/965 forecasts completed (24.2%). VLRS finished in 0.7s. ETA: 2m 3s. Rate: 357.87 forecasts/min
[2025-12-03T21:01:28.786467] [DEBUG] [REMOTE    ] PEG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:28.787335] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, N/A% accuracy
[2025-12-03T21:01:28.787386] [INFO ] [LOCAL     ] PEG: Loaded 4 optimal features with 58.50% confidence from JSON config
[2025-12-03T21:01:28.787418] [DEBUG] [MAG       ] Building data for symbol: PEG with lookback: 0
[2025-12-03T21:01:28.788252] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:28.788315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:28.793166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:28.795668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:28.796062] [INFO ] [LOCAL     ] TWG: Saved forecast.
[2025-12-03T21:01:28.796118] [INFO ] [main      ] TWG: Signal=1 (Conf=90.0%), Magnitude=104.05% (Conf=18.2589%)
[2025-12-03T21:01:28.796272] [INFO ] [main      ] Fetching symbol history for ABSI...
[2025-12-03T21:01:28.796312] [DEBUG] [REMOTE    ] ABSI: Fetching historical data.
[2025-12-03T21:01:28.796459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:28.797622] [INFO ] [main      ] Progress: 235/965 forecasts completed (24.4%). TWG finished in 0.8s. ETA: 2m 2s. Rate: 359.20 forecasts/min
[2025-12-03T21:01:28.799257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:28.807842] [DEBUG] [REMOTE    ] ABSI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:28.808771] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 7 features, N/A% accuracy
[2025-12-03T21:01:28.808826] [INFO ] [LOCAL     ] ABSI: Loaded 7 optimal features with 48.33% confidence from JSON config
[2025-12-03T21:01:28.808857] [DEBUG] [MAG       ] Building data for symbol: ABSI with lookback: 0
[2025-12-03T21:01:28.809615] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:28.809675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:28.814349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:28.815145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:28.817665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:28.818826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:28.819493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:28.831143] [DEBUG] [MAG       ] TRI: Last date is validated at 2025-12-03
[2025-12-03T21:01:28.833709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:28.834495] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:28.878546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:28.881021] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:29.015111] [DEBUG] [MAG       ] TRI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:29.136603] [DEBUG] [MAG       ] PEG: Last date is validated at 2025-12-03
[2025-12-03T21:01:29.136834] [INFO ] [LOCAL     ] TRI: Saved forecast.
[2025-12-03T21:01:29.136902] [INFO ] [main      ] TRI: Signal=1 (Conf=90.0%), Magnitude=0.29% (Conf=57.2798%)
[2025-12-03T21:01:29.137263] [INFO ] [main      ] Fetching symbol history for MGA...
[2025-12-03T21:01:29.137313] [DEBUG] [REMOTE    ] MGA: Fetching historical data.
[2025-12-03T21:01:29.137655] [INFO ] [main      ] Progress: 236/965 forecasts completed (24.5%). TRI finished in 0.7s. ETA: 2m 2s. Rate: 357.63 forecasts/min
[2025-12-03T21:01:29.148600] [DEBUG] [REMOTE    ] MGA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:29.149759] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 4 features, N/A% accuracy
[2025-12-03T21:01:29.149820] [INFO ] [LOCAL     ] MGA: Loaded 4 optimal features with 64.55% confidence from JSON config
[2025-12-03T21:01:29.149853] [DEBUG] [MAG       ] Building data for symbol: MGA with lookback: 0
[2025-12-03T21:01:29.150687] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:29.151066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:29.172711] [DEBUG] [MAG       ] ABSI: Last date is validated at 2025-12-03
[2025-12-03T21:01:29.200681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:29.203931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:29.205344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:29.206505] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:29.216771] [DEBUG] [MAG       ] HBNC: Last date is validated at 2025-12-03
[2025-12-03T21:01:29.301773] [DEBUG] [MAG       ] PEG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:29.339134] [DEBUG] [MAG       ] ABSI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:29.385222] [DEBUG] [MAG       ] HBNC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:29.395796] [INFO ] [LOCAL     ] PEG: Saved forecast.
[2025-12-03T21:01:29.395861] [INFO ] [main      ] PEG: Signal=1 (Conf=90.0%), Magnitude=-0.01% (Conf=58.5019%)
[2025-12-03T21:01:29.396032] [INFO ] [main      ] Fetching symbol history for OMEX...
[2025-12-03T21:01:29.396074] [DEBUG] [REMOTE    ] OMEX: Fetching historical data.
[2025-12-03T21:01:29.397667] [INFO ] [main      ] Progress: 237/965 forecasts completed (24.6%). PEG finished in 0.6s. ETA: 2m 2s. Rate: 356.80 forecasts/min
[2025-12-03T21:01:29.407858] [DEBUG] [REMOTE    ] OMEX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:29.408805] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 2 features, N/A% accuracy
[2025-12-03T21:01:29.408866] [INFO ] [LOCAL     ] OMEX: Loaded 2 optimal features with 52.79% confidence from JSON config
[2025-12-03T21:01:29.408898] [DEBUG] [MAG       ] Building data for symbol: OMEX with lookback: 0
[2025-12-03T21:01:29.409220] [INFO ] [LOCAL     ] ABSI: Saved forecast.
[2025-12-03T21:01:29.409276] [INFO ] [main      ] ABSI: Signal=1 (Conf=90.0%), Magnitude=5.23% (Conf=48.3267%)
[2025-12-03T21:01:29.409617] [INFO ] [main      ] Fetching symbol history for VCSH...
[2025-12-03T21:01:29.409666] [DEBUG] [REMOTE    ] VCSH: Fetching historical data.
[2025-12-03T21:01:29.409664] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:29.409646] [INFO ] [main      ] Progress: 238/965 forecasts completed (24.7%). ABSI finished in 0.6s. ETA: 2m 2s. Rate: 358.20 forecasts/min
[2025-12-03T21:01:29.409722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:29.410895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:29.421167] [DEBUG] [REMOTE    ] VCSH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:29.422786] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 5 features, N/A% accuracy
[2025-12-03T21:01:29.422850] [INFO ] [LOCAL     ] VCSH: Loaded 5 optimal features with 54.94% confidence from JSON config
[2025-12-03T21:01:29.422881] [DEBUG] [MAG       ] Building data for symbol: VCSH with lookback: 0
[2025-12-03T21:01:29.423662] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:29.423719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:29.428410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:29.430151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:29.430641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:29.431026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:29.431740] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:29.455090] [INFO ] [LOCAL     ] HBNC: Saved forecast.
[2025-12-03T21:01:29.455157] [INFO ] [main      ] HBNC: Signal=1 (Conf=90.0%), Magnitude=-1.15% (Conf=53.0749%)
[2025-12-03T21:01:29.455532] [INFO ] [main      ] Progress: 239/965 forecasts completed (24.8%). HBNC finished in 0.7s. ETA: 2m 1s. Rate: 359.29 forecasts/min
[2025-12-03T21:01:29.455735] [INFO ] [main      ] Fetching symbol history for SEZL...
[2025-12-03T21:01:29.455783] [DEBUG] [REMOTE    ] SEZL: Fetching historical data.
[2025-12-03T21:01:29.467009] [DEBUG] [REMOTE    ] SEZL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:29.467915] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 5 features, N/A% accuracy
[2025-12-03T21:01:29.467966] [INFO ] [LOCAL     ] SEZL: Loaded 5 optimal features with 54.67% confidence from JSON config
[2025-12-03T21:01:29.467997] [DEBUG] [MAG       ] Building data for symbol: SEZL with lookback: 0
[2025-12-03T21:01:29.468792] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:29.468850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:29.470477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:29.470992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:29.487347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:29.549320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:29.551465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:29.555929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:29.607586] [DEBUG] [MAG       ] MGA: Last date is validated at 2025-12-03
[2025-12-03T21:01:29.765190] [DEBUG] [MAG       ] VCSH: Last date is validated at 2025-12-03
[2025-12-03T21:01:29.775905] [DEBUG] [MAG       ] MGA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:29.825764] [DEBUG] [MAG       ] OMEX: Last date is validated at 2025-12-03
[2025-12-03T21:01:29.859703] [INFO ] [LOCAL     ] MGA: Saved forecast.
[2025-12-03T21:01:29.859771] [INFO ] [main      ] MGA: Signal=1 (Conf=90.0%), Magnitude=0.97% (Conf=64.553%)
[2025-12-03T21:01:29.860135] [INFO ] [main      ] Fetching symbol history for HOMB...
[2025-12-03T21:01:29.860184] [DEBUG] [REMOTE    ] HOMB: Fetching historical data.
[2025-12-03T21:01:29.861662] [INFO ] [main      ] Progress: 240/965 forecasts completed (24.9%). MGA finished in 0.7s. ETA: 2m 2s. Rate: 357.16 forecasts/min
[2025-12-03T21:01:29.871430] [DEBUG] [REMOTE    ] HOMB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:29.872349] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 10 features, N/A% accuracy
[2025-12-03T21:01:29.872399] [INFO ] [LOCAL     ] HOMB: Loaded 10 optimal features with 56.09% confidence from JSON config
[2025-12-03T21:01:29.872429] [DEBUG] [MAG       ] Building data for symbol: HOMB with lookback: 0
[2025-12-03T21:01:29.873220] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:29.873295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:29.874014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:29.895170] [DEBUG] [MAG       ] SEZL: Last date is validated at 2025-12-03
[2025-12-03T21:01:29.934564] [DEBUG] [MAG       ] VCSH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:29.980291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:29.982226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:29.983419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:29.984545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:29.986228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:29.986708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:29.987761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:29.989753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:29.989889] [INFO ] [LOCAL     ] VCSH: Saved forecast.
[2025-12-03T21:01:29.989955] [INFO ] [main      ] VCSH: Signal=1 (Conf=90.0%), Magnitude=0.04% (Conf=54.9399%)
[2025-12-03T21:01:29.990115] [INFO ] [main      ] Fetching symbol history for NAAS...
[2025-12-03T21:01:29.990157] [DEBUG] [REMOTE    ] NAAS: Fetching historical data.
[2025-12-03T21:01:29.991664] [INFO ] [main      ] Progress: 241/965 forecasts completed (25.0%). VCSH finished in 0.6s. ETA: 2m 2s. Rate: 357.50 forecasts/min
[2025-12-03T21:01:29.991833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:29.992497] [DEBUG] [MAG       ] OMEX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:30.001178] [DEBUG] [REMOTE    ] NAAS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:30.002118] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 5 features, N/A% accuracy
[2025-12-03T21:01:30.002167] [INFO ] [LOCAL     ] NAAS: Loaded 5 optimal features with 43.69% confidence from JSON config
[2025-12-03T21:01:30.002197] [DEBUG] [MAG       ] Building data for symbol: NAAS with lookback: 0
[2025-12-03T21:01:30.002964] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:30.003022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:30.007698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:30.009441] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:30.009928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:30.010308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:30.011141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:30.047310] [INFO ] [LOCAL     ] OMEX: Saved forecast.
[2025-12-03T21:01:30.047377] [INFO ] [main      ] OMEX: Signal=1 (Conf=90.0%), Magnitude=-1.15% (Conf=52.7865%)
[2025-12-03T21:01:30.047727] [INFO ] [main      ] Fetching symbol history for GE...
[2025-12-03T21:01:30.047775] [DEBUG] [REMOTE    ] GE: Fetching historical data.
[2025-12-03T21:01:30.048668] [INFO ] [main      ] Progress: 242/965 forecasts completed (25.1%). OMEX finished in 0.7s. ETA: 2m 1s. Rate: 358.48 forecasts/min
[2025-12-03T21:01:30.058966] [DEBUG] [REMOTE    ] GE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:30.059901] [DEBUG] [LOCAL     ] Loaded configuration for GE: 9 features, N/A% accuracy
[2025-12-03T21:01:30.059951] [INFO ] [LOCAL     ] GE: Loaded 9 optimal features with 53.70% confidence from JSON config
[2025-12-03T21:01:30.059982] [DEBUG] [MAG       ] Building data for symbol: GE with lookback: 0
[2025-12-03T21:01:30.060747] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:30.060808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:30.064998] [DEBUG] [MAG       ] SEZL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:30.065491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:30.067249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:30.067725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:30.068179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:30.068559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:30.070113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:30.072017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:01:30.072731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:30.073876] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:30.211005] [INFO ] [LOCAL     ] SEZL: Saved forecast.
[2025-12-03T21:01:30.211072] [INFO ] [main      ] SEZL: Signal=1 (Conf=90.0%), Magnitude=-2.30% (Conf=54.6681%)
[2025-12-03T21:01:30.211431] [INFO ] [main      ] Progress: 243/965 forecasts completed (25.2%). SEZL finished in 0.8s. ETA: 2m 1s. Rate: 358.52 forecasts/min
[2025-12-03T21:01:30.211556] [INFO ] [main      ] Fetching symbol history for ATOM...
[2025-12-03T21:01:30.211620] [DEBUG] [REMOTE    ] ATOM: Fetching historical data.
[2025-12-03T21:01:30.223688] [DEBUG] [REMOTE    ] ATOM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:30.224657] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 8 features, N/A% accuracy
[2025-12-03T21:01:30.224713] [INFO ] [LOCAL     ] ATOM: Loaded 8 optimal features with 58.80% confidence from JSON config
[2025-12-03T21:01:30.224745] [DEBUG] [MAG       ] Building data for symbol: ATOM with lookback: 0
[2025-12-03T21:01:30.225611] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:30.225677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:30.230675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:30.232642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:30.233161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:30.273367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:30.274714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:30.276451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:30.278152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:30.278865] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:30.332477] [DEBUG] [MAG       ] HOMB: Last date is validated at 2025-12-03
[2025-12-03T21:01:30.343632] [DEBUG] [MAG       ] NAAS: Last date is validated at 2025-12-03
[2025-12-03T21:01:30.406129] [DEBUG] [MAG       ] GE: Last date is validated at 2025-12-03
[2025-12-03T21:01:30.508945] [DEBUG] [MAG       ] HOMB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:30.512312] [DEBUG] [MAG       ] NAAS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:30.574895] [DEBUG] [MAG       ] GE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:30.589916] [INFO ] [LOCAL     ] HOMB: Saved forecast.
[2025-12-03T21:01:30.589984] [INFO ] [main      ] HOMB: Signal=1 (Conf=90.0%), Magnitude=2.78% (Conf=56.0922%)
[2025-12-03T21:01:30.590459] [INFO ] [main      ] Fetching symbol history for MCI...
[2025-12-03T21:01:30.590516] [DEBUG] [REMOTE    ] MCI: Fetching historical data.
[2025-12-03T21:01:30.590686] [INFO ] [main      ] Progress: 244/965 forecasts completed (25.3%). HOMB finished in 0.7s. ETA: 2m 1s. Rate: 356.67 forecasts/min
[2025-12-03T21:01:30.601878] [DEBUG] [REMOTE    ] MCI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:30.602960] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, N/A% accuracy
[2025-12-03T21:01:30.603025] [INFO ] [LOCAL     ] MCI: Loaded 5 optimal features with 52.41% confidence from JSON config
[2025-12-03T21:01:30.603059] [DEBUG] [MAG       ] Building data for symbol: MCI with lookback: 0
[2025-12-03T21:01:30.603876] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:30.603938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:30.608827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:30.609808] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:30.610986] [INFO ] [LOCAL     ] NAAS: Saved forecast.
[2025-12-03T21:01:30.611051] [INFO ] [main      ] NAAS: Signal=1 (Conf=90.0%), Magnitude=11.30% (Conf=43.6884%)
[2025-12-03T21:01:30.611407] [INFO ] [main      ] Progress: 245/965 forecasts completed (25.4%). NAAS finished in 0.6s. ETA: 2m 1s. Rate: 357.95 forecasts/min
[2025-12-03T21:01:30.611529] [INFO ] [main      ] Fetching symbol history for SUNS...
[2025-12-03T21:01:30.611584] [DEBUG] [REMOTE    ] SUNS: Fetching historical data.
[2025-12-03T21:01:30.612648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:30.614629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:30.615712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:30.621635] [DEBUG] [MAG       ] ATOM: Last date is validated at 2025-12-03
[2025-12-03T21:01:30.622817] [DEBUG] [REMOTE    ] SUNS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:30.623805] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 3 features, N/A% accuracy
[2025-12-03T21:01:30.623864] [INFO ] [LOCAL     ] SUNS: Loaded 3 optimal features with 62.93% confidence from JSON config
[2025-12-03T21:01:30.623895] [DEBUG] [MAG       ] Building data for symbol: SUNS with lookback: 0
[2025-12-03T21:01:30.624825] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:30.624909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:30.629768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:30.630615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:30.631151] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:30.797620] [DEBUG] [MAG       ] ATOM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:30.870408] [INFO ] [LOCAL     ] GE: Saved forecast.
[2025-12-03T21:01:30.870472] [INFO ] [main      ] GE: Signal=1 (Conf=90.0%), Magnitude=0.49% (Conf=53.7006%)
[2025-12-03T21:01:30.870825] [INFO ] [main      ] Fetching symbol history for GTX...
[2025-12-03T21:01:30.870874] [DEBUG] [REMOTE    ] GTX: Fetching historical data.
[2025-12-03T21:01:30.871634] [INFO ] [main      ] Progress: 246/965 forecasts completed (25.5%). GE finished in 0.8s. ETA: 2m 1s. Rate: 357.14 forecasts/min
[2025-12-03T21:01:30.882492] [DEBUG] [REMOTE    ] GTX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:30.883625] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 3 features, N/A% accuracy
[2025-12-03T21:01:30.883677] [INFO ] [LOCAL     ] GTX: Loaded 3 optimal features with 65.77% confidence from JSON config
[2025-12-03T21:01:30.883708] [DEBUG] [MAG       ] Building data for symbol: GTX with lookback: 0
[2025-12-03T21:01:30.884460] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:30.884518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:30.884906] [INFO ] [LOCAL     ] ATOM: Saved forecast.
[2025-12-03T21:01:30.884973] [INFO ] [main      ] ATOM: Signal=1 (Conf=90.0%), Magnitude=-4.22% (Conf=58.8046%)
[2025-12-03T21:01:30.885138] [INFO ] [main      ] Fetching symbol history for WBX...
[2025-12-03T21:01:30.885182] [DEBUG] [REMOTE    ] WBX: Fetching historical data.
[2025-12-03T21:01:30.886183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:30.887736] [INFO ] [main      ] Progress: 247/965 forecasts completed (25.6%). ATOM finished in 0.7s. ETA: 2m 0s. Rate: 358.46 forecasts/min
[2025-12-03T21:01:30.887512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:30.897352] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:30.899336] [DEBUG] [REMOTE    ] WBX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:30.900171] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 2 features, N/A% accuracy
[2025-12-03T21:01:30.900226] [INFO ] [LOCAL     ] WBX: Loaded 2 optimal features with 65.89% confidence from JSON config
[2025-12-03T21:01:30.900284] [DEBUG] [MAG       ] Building data for symbol: WBX with lookback: 0
[2025-12-03T21:01:30.901134] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:30.901193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:30.906444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:30.907181] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:30.964001] [DEBUG] [MAG       ] SUNS: Last date is validated at 2025-12-03
[2025-12-03T21:01:30.965923] [DEBUG] [MAG       ] MCI: Last date is validated at 2025-12-03
[2025-12-03T21:01:31.136070] [DEBUG] [MAG       ] SUNS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:31.147156] [DEBUG] [MAG       ] MCI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:31.208948] [INFO ] [LOCAL     ] SUNS: Saved forecast.
[2025-12-03T21:01:31.209019] [INFO ] [main      ] SUNS: Signal=1 (Conf=90.0%), Magnitude=-0.02% (Conf=62.9295%)
[2025-12-03T21:01:31.209196] [INFO ] [main      ] Fetching symbol history for QYLG...
[2025-12-03T21:01:31.209242] [DEBUG] [REMOTE    ] QYLG: Fetching historical data.
[2025-12-03T21:01:31.209928] [INFO ] [main      ] Progress: 248/965 forecasts completed (25.7%). SUNS finished in 0.6s. ETA: 2m 0s. Rate: 357.12 forecasts/min
[2025-12-03T21:01:31.222036] [DEBUG] [REMOTE    ] QYLG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:31.222972] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 8 features, N/A% accuracy
[2025-12-03T21:01:31.223026] [INFO ] [LOCAL     ] QYLG: Loaded 8 optimal features with 51.12% confidence from JSON config
[2025-12-03T21:01:31.223056] [DEBUG] [MAG       ] Building data for symbol: QYLG with lookback: 0
[2025-12-03T21:01:31.223839] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:31.224214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:31.229493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:31.231376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:31.231924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:31.232341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:31.234798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:31.235819] [INFO ] [LOCAL     ] MCI: Saved forecast.
[2025-12-03T21:01:31.235911] [INFO ] [main      ] MCI: Signal=1 (Conf=90.0%), Magnitude=-0.26% (Conf=52.4144%)
[2025-12-03T21:01:31.236310] [INFO ] [main      ] Progress: 249/965 forecasts completed (25.8%). MCI finished in 0.6s. ETA: 1m 60s. Rate: 358.34 forecasts/min
[2025-12-03T21:01:31.236445] [INFO ] [main      ] Fetching symbol history for CNSP...
[2025-12-03T21:01:31.236490] [DEBUG] [REMOTE    ] CNSP: Fetching historical data.
[2025-12-03T21:01:31.248884] [DEBUG] [REMOTE    ] CNSP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:31.250374] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 4 features, N/A% accuracy
[2025-12-03T21:01:31.250447] [INFO ] [LOCAL     ] CNSP: Loaded 4 optimal features with 29.76% confidence from JSON config
[2025-12-03T21:01:31.250504] [DEBUG] [MAG       ] Building data for symbol: CNSP with lookback: 0
[2025-12-03T21:01:31.251362] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:31.251438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:31.256451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:31.257482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:31.258958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:31.260374] [DEBUG] [MAG       ] GTX: Last date is validated at 2025-12-03
[2025-12-03T21:01:31.260437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:31.271517] [DEBUG] [MAG       ] WBX: Last date is validated at 2025-12-03
[2025-12-03T21:01:31.287754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:31.288657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:31.289636] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:31.464313] [DEBUG] [MAG       ] WBX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:31.466656] [DEBUG] [MAG       ] GTX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:31.540198] [INFO ] [LOCAL     ] GTX: Saved forecast.
[2025-12-03T21:01:31.540268] [INFO ] [main      ] GTX: Signal=1 (Conf=90.0%), Magnitude=2.51% (Conf=65.7706%)
[2025-12-03T21:01:31.540728] [INFO ] [main      ] Fetching symbol history for TSDD...
[2025-12-03T21:01:31.540783] [DEBUG] [REMOTE    ] TSDD: Fetching historical data.
[2025-12-03T21:01:31.541673] [INFO ] [main      ] Progress: 250/965 forecasts completed (25.9%). GTX finished in 0.7s. ETA: 2m 0s. Rate: 357.16 forecasts/min
[2025-12-03T21:01:31.544835] [INFO ] [LOCAL     ] WBX: Saved forecast.
[2025-12-03T21:01:31.544910] [INFO ] [main      ] WBX: Signal=1 (Conf=90.0%), Magnitude=13.52% (Conf=65.8947%)
[2025-12-03T21:01:31.545326] [INFO ] [main      ] Fetching symbol history for SHY...
[2025-12-03T21:01:31.545392] [DEBUG] [REMOTE    ] SHY: Fetching historical data.
[2025-12-03T21:01:31.545639] [INFO ] [main      ] Progress: 251/965 forecasts completed (26.0%). WBX finished in 0.7s. ETA: 1m 59s. Rate: 358.56 forecasts/min
[2025-12-03T21:01:31.556112] [DEBUG] [REMOTE    ] TSDD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:31.557184] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 6 features, N/A% accuracy
[2025-12-03T21:01:31.557255] [INFO ] [LOCAL     ] TSDD: Loaded 6 optimal features with 58.58% confidence from JSON config
[2025-12-03T21:01:31.557305] [DEBUG] [MAG       ] Building data for symbol: TSDD with lookback: 0
[2025-12-03T21:01:31.558461] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:31.558540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:31.558768] [DEBUG] [REMOTE    ] SHY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:31.560185] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 9 features, N/A% accuracy
[2025-12-03T21:01:31.560254] [INFO ] [LOCAL     ] SHY: Loaded 9 optimal features with 44.87% confidence from JSON config
[2025-12-03T21:01:31.560290] [DEBUG] [MAG       ] Building data for symbol: SHY with lookback: 0
[2025-12-03T21:01:31.561361] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:31.561437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:31.563404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:31.564015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:31.565106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:31.565838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:31.568479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:31.569206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:31.569782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:31.570300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:31.571594] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:31.572371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:31.573165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:31.573237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:31.574286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:31.576404] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:31.579238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:31.651953] [DEBUG] [MAG       ] QYLG: Last date is validated at 2025-12-03
[2025-12-03T21:01:31.685682] [DEBUG] [MAG       ] CNSP: Last date is validated at 2025-12-03
[2025-12-03T21:01:31.829783] [DEBUG] [MAG       ] QYLG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:31.900680] [DEBUG] [MAG       ] CNSP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:31.906072] [INFO ] [LOCAL     ] QYLG: Saved forecast.
[2025-12-03T21:01:31.906145] [INFO ] [main      ] QYLG: Signal=1 (Conf=90.0%), Magnitude=0.67% (Conf=51.1181%)
[2025-12-03T21:01:31.906527] [INFO ] [main      ] Fetching symbol history for WBTN...
[2025-12-03T21:01:31.906595] [DEBUG] [REMOTE    ] WBTN: Fetching historical data.
[2025-12-03T21:01:31.907674] [INFO ] [main      ] Progress: 252/965 forecasts completed (26.1%). QYLG finished in 0.7s. ETA: 1m 60s. Rate: 356.91 forecasts/min
[2025-12-03T21:01:31.919413] [DEBUG] [REMOTE    ] WBTN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:31.920519] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 3 features, N/A% accuracy
[2025-12-03T21:01:31.920610] [INFO ] [LOCAL     ] WBTN: Loaded 3 optimal features with 36.33% confidence from JSON config
[2025-12-03T21:01:31.920658] [DEBUG] [MAG       ] Building data for symbol: WBTN with lookback: 0
[2025-12-03T21:01:31.921555] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:31.921643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:31.926978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:31.927864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:31.928853] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:31.936398] [DEBUG] [MAG       ] SHY: Last date is validated at 2025-12-03
[2025-12-03T21:01:32.034221] [DEBUG] [MAG       ] TSDD: Last date is validated at 2025-12-03
[2025-12-03T21:01:32.122382] [DEBUG] [MAG       ] SHY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:32.142224] [INFO ] [LOCAL     ] CNSP: Saved forecast.
[2025-12-03T21:01:32.142298] [INFO ] [main      ] CNSP: Signal=1 (Conf=90.0%), Magnitude=12.16% (Conf=29.7596%)
[2025-12-03T21:01:32.142705] [INFO ] [main      ] Progress: 253/965 forecasts completed (26.2%). CNSP finished in 0.9s. ETA: 1m 60s. Rate: 356.35 forecasts/min
[2025-12-03T21:01:32.142838] [INFO ] [main      ] Fetching symbol history for ESTC...
[2025-12-03T21:01:32.142882] [DEBUG] [REMOTE    ] ESTC: Fetching historical data.
[2025-12-03T21:01:32.154974] [DEBUG] [REMOTE    ] ESTC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:32.156282] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 10 features, N/A% accuracy
[2025-12-03T21:01:32.156344] [INFO ] [LOCAL     ] ESTC: Loaded 10 optimal features with 50.43% confidence from JSON config
[2025-12-03T21:01:32.156378] [DEBUG] [MAG       ] Building data for symbol: ESTC with lookback: 0
[2025-12-03T21:01:32.157303] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:32.157371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:32.162567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:32.164563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:32.165100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:32.165495] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:32.187177] [INFO ] [LOCAL     ] SHY: Saved forecast.
[2025-12-03T21:01:32.187250] [INFO ] [main      ] SHY: Signal=1 (Conf=90.0%), Magnitude=0.01% (Conf=44.8688%)
[2025-12-03T21:01:32.187639] [INFO ] [main      ] Fetching symbol history for BOH...
[2025-12-03T21:01:32.187692] [DEBUG] [REMOTE    ] BOH: Fetching historical data.
[2025-12-03T21:01:32.188661] [INFO ] [main      ] Progress: 254/965 forecasts completed (26.3%). SHY finished in 0.6s. ETA: 1m 59s. Rate: 357.37 forecasts/min
[2025-12-03T21:01:32.199674] [DEBUG] [REMOTE    ] BOH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:32.200696] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 5 features, N/A% accuracy
[2025-12-03T21:01:32.200755] [INFO ] [LOCAL     ] BOH: Loaded 5 optimal features with 56.69% confidence from JSON config
[2025-12-03T21:01:32.200787] [DEBUG] [MAG       ] Building data for symbol: BOH with lookback: 0
[2025-12-03T21:01:32.201673] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:32.201737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:32.206721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:32.207755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:32.209193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:32.213958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:32.215258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:32.224538] [DEBUG] [MAG       ] TSDD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:32.311051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:32.312905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:32.315301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:32.315834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:32.316986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:32.319113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:32.355852] [DEBUG] [MAG       ] WBTN: Last date is validated at 2025-12-03
[2025-12-03T21:01:32.428277] [INFO ] [LOCAL     ] TSDD: Saved forecast.
[2025-12-03T21:01:32.428350] [INFO ] [main      ] TSDD: Signal=1 (Conf=90.0%), Magnitude=12.75% (Conf=58.5843%)
[2025-12-03T21:01:32.428733] [INFO ] [main      ] Fetching symbol history for VEEE...
[2025-12-03T21:01:32.428785] [DEBUG] [REMOTE    ] VEEE: Fetching historical data.
[2025-12-03T21:01:32.430698] [INFO ] [main      ] Progress: 255/965 forecasts completed (26.4%). TSDD finished in 0.9s. ETA: 1m 59s. Rate: 356.75 forecasts/min
[2025-12-03T21:01:32.441015] [DEBUG] [REMOTE    ] VEEE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:32.442080] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 5 features, N/A% accuracy
[2025-12-03T21:01:32.442152] [INFO ] [LOCAL     ] VEEE: Loaded 5 optimal features with 59.60% confidence from JSON config
[2025-12-03T21:01:32.442192] [DEBUG] [MAG       ] Building data for symbol: VEEE with lookback: 0
[2025-12-03T21:01:32.443197] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:32.443267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:32.446052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:32.527108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:32.528850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:32.529613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:32.532667] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:32.539498] [DEBUG] [MAG       ] WBTN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:32.604559] [DEBUG] [MAG       ] BOH: Last date is validated at 2025-12-03
[2025-12-03T21:01:32.635282] [INFO ] [LOCAL     ] WBTN: Saved forecast.
[2025-12-03T21:01:32.635346] [INFO ] [main      ] WBTN: Signal=1 (Conf=90.0%), Magnitude=0.02% (Conf=36.3287%)
[2025-12-03T21:01:32.635685] [INFO ] [main      ] Fetching symbol history for STK...
[2025-12-03T21:01:32.635735] [DEBUG] [REMOTE    ] STK: Fetching historical data.
[2025-12-03T21:01:32.636628] [INFO ] [main      ] Progress: 256/965 forecasts completed (26.5%). WBTN finished in 0.7s. ETA: 1m 59s. Rate: 356.44 forecasts/min
[2025-12-03T21:01:32.647016] [DEBUG] [REMOTE    ] STK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:32.647981] [DEBUG] [LOCAL     ] Loaded configuration for STK: 5 features, N/A% accuracy
[2025-12-03T21:01:32.648059] [INFO ] [LOCAL     ] STK: Loaded 5 optimal features with 54.49% confidence from JSON config
[2025-12-03T21:01:32.648097] [DEBUG] [MAG       ] Building data for symbol: STK with lookback: 0
[2025-12-03T21:01:32.648906] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:32.648968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:32.654176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:32.656045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:32.656771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:32.672139] [DEBUG] [MAG       ] ESTC: Last date is validated at 2025-12-03
[2025-12-03T21:01:32.696172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:32.697410] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:32.792098] [DEBUG] [MAG       ] BOH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:32.848776] [DEBUG] [MAG       ] ESTC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:32.892464] [DEBUG] [MAG       ] VEEE: Last date is validated at 2025-12-03
[2025-12-03T21:01:32.899867] [INFO ] [LOCAL     ] BOH: Saved forecast.
[2025-12-03T21:01:32.899934] [INFO ] [main      ] BOH: Signal=1 (Conf=90.0%), Magnitude=1.69% (Conf=56.6925%)
[2025-12-03T21:01:32.900096] [INFO ] [main      ] Fetching symbol history for INTC...
[2025-12-03T21:01:32.900139] [DEBUG] [REMOTE    ] INTC: Fetching historical data.
[2025-12-03T21:01:32.901652] [INFO ] [main      ] Progress: 257/965 forecasts completed (26.6%). BOH finished in 0.7s. ETA: 1m 59s. Rate: 355.64 forecasts/min
[2025-12-03T21:01:32.912291] [DEBUG] [REMOTE    ] INTC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:32.913193] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 7 features, N/A% accuracy
[2025-12-03T21:01:32.913245] [INFO ] [LOCAL     ] INTC: Loaded 7 optimal features with 55.10% confidence from JSON config
[2025-12-03T21:01:32.913275] [DEBUG] [MAG       ] Building data for symbol: INTC with lookback: 0
[2025-12-03T21:01:32.914106] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:32.914168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:32.919196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:32.957722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:32.959001] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:32.959662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:32.961371] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:32.962108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:32.963707] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:32.975471] [INFO ] [LOCAL     ] ESTC: Saved forecast.
[2025-12-03T21:01:32.975530] [INFO ] [main      ] ESTC: Signal=1 (Conf=90.0%), Magnitude=2.93% (Conf=50.4264%)
[2025-12-03T21:01:32.975891] [INFO ] [main      ] Fetching symbol history for OCGN...
[2025-12-03T21:01:32.975940] [DEBUG] [REMOTE    ] OCGN: Fetching historical data.
[2025-12-03T21:01:32.976619] [INFO ] [main      ] Progress: 258/965 forecasts completed (26.7%). ESTC finished in 0.8s. ETA: 1m 59s. Rate: 356.41 forecasts/min
[2025-12-03T21:01:32.986955] [DEBUG] [REMOTE    ] OCGN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:32.987766] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 4 features, N/A% accuracy
[2025-12-03T21:01:32.987817] [INFO ] [LOCAL     ] OCGN: Loaded 4 optimal features with 42.01% confidence from JSON config
[2025-12-03T21:01:32.987847] [DEBUG] [MAG       ] Building data for symbol: OCGN with lookback: 0
[2025-12-03T21:01:32.988648] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:32.988707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:33.002733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:33.004129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:33.005541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:33.006657] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:33.057725] [DEBUG] [MAG       ] VEEE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:33.074831] [DEBUG] [MAG       ] STK: Last date is validated at 2025-12-03
[2025-12-03T21:01:33.128992] [INFO ] [LOCAL     ] VEEE: Saved forecast.
[2025-12-03T21:01:33.129061] [INFO ] [main      ] VEEE: Signal=1 (Conf=90.0%), Magnitude=3.82% (Conf=59.5977%)
[2025-12-03T21:01:33.129413] [INFO ] [main      ] Progress: 259/965 forecasts completed (26.8%). VEEE finished in 0.7s. ETA: 1m 59s. Rate: 356.54 forecasts/min
[2025-12-03T21:01:33.129534] [INFO ] [main      ] Fetching symbol history for ACM...
[2025-12-03T21:01:33.129591] [DEBUG] [REMOTE    ] ACM: Fetching historical data.
[2025-12-03T21:01:33.141642] [DEBUG] [REMOTE    ] ACM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:33.142662] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 3 features, N/A% accuracy
[2025-12-03T21:01:33.142724] [INFO ] [LOCAL     ] ACM: Loaded 3 optimal features with 67.66% confidence from JSON config
[2025-12-03T21:01:33.142755] [DEBUG] [MAG       ] Building data for symbol: ACM with lookback: 0
[2025-12-03T21:01:33.143520] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:33.143598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:33.145231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:33.145740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:33.146129] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:33.254709] [DEBUG] [MAG       ] STK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:33.312851] [DEBUG] [MAG       ] INTC: Last date is validated at 2025-12-03
[2025-12-03T21:01:33.337498] [INFO ] [LOCAL     ] STK: Saved forecast.
[2025-12-03T21:01:33.337597] [INFO ] [main      ] STK: Signal=1 (Conf=90.0%), Magnitude=-0.28% (Conf=54.489%)
[2025-12-03T21:01:33.337784] [INFO ] [main      ] Fetching symbol history for TXRH...
[2025-12-03T21:01:33.337833] [DEBUG] [REMOTE    ] TXRH: Fetching historical data.
[2025-12-03T21:01:33.338996] [INFO ] [main      ] Progress: 260/965 forecasts completed (26.9%). STK finished in 0.7s. ETA: 1m 59s. Rate: 356.20 forecasts/min
[2025-12-03T21:01:33.340301] [DEBUG] [MAG       ] OCGN: Last date is validated at 2025-12-03
[2025-12-03T21:01:33.351190] [DEBUG] [REMOTE    ] TXRH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:33.352355] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 5 features, N/A% accuracy
[2025-12-03T21:01:33.352407] [INFO ] [LOCAL     ] TXRH: Loaded 5 optimal features with 60.23% confidence from JSON config
[2025-12-03T21:01:33.352438] [DEBUG] [MAG       ] Building data for symbol: TXRH with lookback: 0
[2025-12-03T21:01:33.353282] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:33.353344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:33.358323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:33.360882] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:33.476671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:33.482456] [DEBUG] [MAG       ] ACM: Last date is validated at 2025-12-03
[2025-12-03T21:01:33.482726] [DEBUG] [MAG       ] INTC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:33.492399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:33.494227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:33.505944] [DEBUG] [MAG       ] OCGN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:33.575940] [INFO ] [LOCAL     ] INTC: Saved forecast.
[2025-12-03T21:01:33.576005] [INFO ] [main      ] INTC: Signal=1 (Conf=90.0%), Magnitude=2.62% (Conf=55.1025%)
[2025-12-03T21:01:33.576161] [INFO ] [main      ] Fetching symbol history for XPON...
[2025-12-03T21:01:33.576203] [DEBUG] [REMOTE    ] XPON: Fetching historical data.
[2025-12-03T21:01:33.577786] [INFO ] [main      ] Progress: 261/965 forecasts completed (27.0%). INTC finished in 0.7s. ETA: 1m 59s. Rate: 355.63 forecasts/min
[2025-12-03T21:01:33.587908] [DEBUG] [REMOTE    ] XPON: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:33.588834] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, N/A% accuracy
[2025-12-03T21:01:33.588886] [INFO ] [LOCAL     ] XPON: Loaded 4 optimal features with 39.15% confidence from JSON config
[2025-12-03T21:01:33.588917] [DEBUG] [MAG       ] Building data for symbol: XPON with lookback: 0
[2025-12-03T21:01:33.589717] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:33.589778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:33.591445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:33.591960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:33.592342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:33.593045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:33.628803] [INFO ] [LOCAL     ] OCGN: Saved forecast.
[2025-12-03T21:01:33.628866] [INFO ] [main      ] OCGN: Signal=1 (Conf=90.0%), Magnitude=-4.98% (Conf=42.0134%)
[2025-12-03T21:01:33.629188] [INFO ] [main      ] Fetching symbol history for BGLC...
[2025-12-03T21:01:33.629236] [DEBUG] [REMOTE    ] BGLC: Fetching historical data.
[2025-12-03T21:01:33.629680] [INFO ] [main      ] Progress: 262/965 forecasts completed (27.2%). OCGN finished in 0.7s. ETA: 1m 58s. Rate: 356.58 forecasts/min
[2025-12-03T21:01:33.640212] [DEBUG] [REMOTE    ] BGLC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:33.641092] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 11 features, N/A% accuracy
[2025-12-03T21:01:33.641142] [INFO ] [LOCAL     ] BGLC: Loaded 11 optimal features with 56.40% confidence from JSON config
[2025-12-03T21:01:33.641173] [DEBUG] [MAG       ] Building data for symbol: BGLC with lookback: 0
[2025-12-03T21:01:33.641937] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:01:33.642010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:33.646684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:33.648408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:33.648893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:33.649152] [DEBUG] [MAG       ] ACM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:33.649316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:33.649710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:33.650415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:33.652653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:33.653414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:33.654619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:33.655241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:33.656565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:33.756188] [INFO ] [LOCAL     ] ACM: Saved forecast.
[2025-12-03T21:01:33.756255] [INFO ] [main      ] ACM: Signal=1 (Conf=90.0%), Magnitude=6.73% (Conf=67.6611%)
[2025-12-03T21:01:33.756613] [INFO ] [main      ] Fetching symbol history for EYE...
[2025-12-03T21:01:33.756664] [DEBUG] [REMOTE    ] EYE: Fetching historical data.
[2025-12-03T21:01:33.757650] [INFO ] [main      ] Progress: 263/965 forecasts completed (27.3%). ACM finished in 0.6s. ETA: 1m 58s. Rate: 356.90 forecasts/min
[2025-12-03T21:01:33.769492] [DEBUG] [REMOTE    ] EYE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:33.770409] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 3 features, N/A% accuracy
[2025-12-03T21:01:33.770464] [INFO ] [LOCAL     ] EYE: Loaded 3 optimal features with 46.65% confidence from JSON config
[2025-12-03T21:01:33.770494] [DEBUG] [MAG       ] Building data for symbol: EYE with lookback: 0
[2025-12-03T21:01:33.771305] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:33.771364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:33.776134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:33.814868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:33.853797] [DEBUG] [MAG       ] TXRH: Last date is validated at 2025-12-03
[2025-12-03T21:01:33.890947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:33.942458] [DEBUG] [MAG       ] XPON: Last date is validated at 2025-12-03
[2025-12-03T21:01:33.995943] [DEBUG] [MAG       ] BGLC: Last date is validated at 2025-12-03
[2025-12-03T21:01:34.024424] [DEBUG] [MAG       ] TXRH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:34.115922] [DEBUG] [MAG       ] XPON: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:34.164820] [DEBUG] [MAG       ] BGLC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:34.180669] [INFO ] [LOCAL     ] XPON: Saved forecast.
[2025-12-03T21:01:34.180736] [INFO ] [main      ] XPON: Signal=1 (Conf=90.0%), Magnitude=-6.37% (Conf=39.1481%)
[2025-12-03T21:01:34.181072] [INFO ] [main      ] Fetching symbol history for PPH...
[2025-12-03T21:01:34.181120] [DEBUG] [REMOTE    ] PPH: Fetching historical data.
[2025-12-03T21:01:34.181221] [INFO ] [main      ] Progress: 264/965 forecasts completed (27.4%). XPON finished in 0.6s. ETA: 1m 59s. Rate: 354.86 forecasts/min
[2025-12-03T21:01:34.193381] [DEBUG] [REMOTE    ] PPH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:34.194366] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 6 features, N/A% accuracy
[2025-12-03T21:01:34.194423] [INFO ] [LOCAL     ] PPH: Loaded 6 optimal features with 54.07% confidence from JSON config
[2025-12-03T21:01:34.194464] [DEBUG] [MAG       ] Building data for symbol: PPH with lookback: 0
[2025-12-03T21:01:34.195287] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:34.195348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:34.197013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:34.197510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:34.197963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:34.228307] [DEBUG] [MAG       ] EYE: Last date is validated at 2025-12-03
[2025-12-03T21:01:34.253604] [INFO ] [LOCAL     ] TXRH: Saved forecast.
[2025-12-03T21:01:34.253675] [INFO ] [main      ] TXRH: Signal=1 (Conf=90.0%), Magnitude=0.06% (Conf=60.2298%)
[2025-12-03T21:01:34.253830] [INFO ] [main      ] Fetching symbol history for REFI...
[2025-12-03T21:01:34.253873] [DEBUG] [REMOTE    ] REFI: Fetching historical data.
[2025-12-03T21:01:34.255001] [INFO ] [main      ] Progress: 265/965 forecasts completed (27.5%). TXRH finished in 0.9s. ETA: 1m 58s. Rate: 355.62 forecasts/min
[2025-12-03T21:01:34.265942] [DEBUG] [REMOTE    ] REFI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:34.266793] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 10 features, N/A% accuracy
[2025-12-03T21:01:34.266851] [INFO ] [LOCAL     ] REFI: Loaded 10 optimal features with 49.37% confidence from JSON config
[2025-12-03T21:01:34.266882] [DEBUG] [MAG       ] Building data for symbol: REFI with lookback: 0
[2025-12-03T21:01:34.267656] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:34.267718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:34.272449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:34.274265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:34.274777] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:34.275158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:34.276758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:34.307336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:34.308706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:34.311591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:34.316300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:34.317815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:34.318569] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:34.322058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:34.323652] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:34.362101] [INFO ] [LOCAL     ] BGLC: Saved forecast.
[2025-12-03T21:01:34.362165] [INFO ] [main      ] BGLC: Signal=1 (Conf=90.0%), Magnitude=0.48% (Conf=56.3977%)
[2025-12-03T21:01:34.362513] [INFO ] [main      ] Progress: 266/965 forecasts completed (27.6%). BGLC finished in 0.7s. ETA: 1m 58s. Rate: 356.10 forecasts/min
[2025-12-03T21:01:34.362666] [INFO ] [main      ] Fetching symbol history for LCFY...
[2025-12-03T21:01:34.362712] [DEBUG] [REMOTE    ] LCFY: Fetching historical data.
[2025-12-03T21:01:34.373688] [DEBUG] [REMOTE    ] LCFY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:34.374647] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 3 features, N/A% accuracy
[2025-12-03T21:01:34.374698] [INFO ] [LOCAL     ] LCFY: Loaded 3 optimal features with 56.52% confidence from JSON config
[2025-12-03T21:01:34.374732] [DEBUG] [MAG       ] Building data for symbol: LCFY with lookback: 0
[2025-12-03T21:01:34.375560] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:34.375657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:34.377283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:34.380043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:34.394758] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:34.397090] [DEBUG] [MAG       ] EYE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:34.473215] [INFO ] [LOCAL     ] EYE: Saved forecast.
[2025-12-03T21:01:34.473279] [INFO ] [main      ] EYE: Signal=1 (Conf=90.0%), Magnitude=-1.19% (Conf=46.6457%)
[2025-12-03T21:01:34.473433] [INFO ] [main      ] Fetching symbol history for VAC...
[2025-12-03T21:01:34.473476] [DEBUG] [REMOTE    ] VAC: Fetching historical data.
[2025-12-03T21:01:34.473847] [INFO ] [main      ] Progress: 267/965 forecasts completed (27.7%). EYE finished in 0.7s. ETA: 1m 57s. Rate: 356.55 forecasts/min
[2025-12-03T21:01:34.486270] [DEBUG] [REMOTE    ] VAC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:34.487429] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 4 features, N/A% accuracy
[2025-12-03T21:01:34.487499] [INFO ] [LOCAL     ] VAC: Loaded 4 optimal features with 49.65% confidence from JSON config
[2025-12-03T21:01:34.487532] [DEBUG] [MAG       ] Building data for symbol: VAC with lookback: 0
[2025-12-03T21:01:34.488637] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:34.488731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:34.492931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:34.493699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:34.494386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:34.495997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:34.647271] [DEBUG] [MAG       ] PPH: Last date is validated at 2025-12-03
[2025-12-03T21:01:34.666969] [DEBUG] [MAG       ] REFI: Last date is validated at 2025-12-03
[2025-12-03T21:01:34.731665] [DEBUG] [MAG       ] LCFY: Last date is validated at 2025-12-03
[2025-12-03T21:01:34.813418] [DEBUG] [MAG       ] PPH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:34.826527] [DEBUG] [MAG       ] VAC: Last date is validated at 2025-12-03
[2025-12-03T21:01:34.840797] [DEBUG] [MAG       ] REFI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:34.902221] [INFO ] [LOCAL     ] PPH: Saved forecast.
[2025-12-03T21:01:34.902293] [INFO ] [main      ] PPH: Signal=1 (Conf=90.0%), Magnitude=0.94% (Conf=54.0703%)
[2025-12-03T21:01:34.902449] [INFO ] [main      ] Fetching symbol history for GD...
[2025-12-03T21:01:34.902491] [DEBUG] [REMOTE    ] GD: Fetching historical data.
[2025-12-03T21:01:34.902873] [INFO ] [main      ] Progress: 268/965 forecasts completed (27.8%). PPH finished in 0.7s. ETA: 1m 58s. Rate: 354.50 forecasts/min
[2025-12-03T21:01:34.903333] [DEBUG] [MAG       ] LCFY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:34.910991] [INFO ] [LOCAL     ] REFI: Saved forecast.
[2025-12-03T21:01:34.911054] [INFO ] [main      ] REFI: Signal=1 (Conf=90.0%), Magnitude=-1.77% (Conf=49.3732%)
[2025-12-03T21:01:34.911427] [INFO ] [main      ] Progress: 269/965 forecasts completed (27.9%). REFI finished in 0.7s. ETA: 1m 57s. Rate: 355.76 forecasts/min
[2025-12-03T21:01:34.911555] [INFO ] [main      ] Fetching symbol history for BANX...
[2025-12-03T21:01:34.911614] [DEBUG] [REMOTE    ] BANX: Fetching historical data.
[2025-12-03T21:01:34.915057] [DEBUG] [REMOTE    ] GD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:34.916217] [DEBUG] [LOCAL     ] Loaded configuration for GD: 1 features, N/A% accuracy
[2025-12-03T21:01:34.916269] [INFO ] [LOCAL     ] GD: Loaded 1 optimal features with 61.78% confidence from JSON config
[2025-12-03T21:01:34.916301] [DEBUG] [MAG       ] Building data for symbol: GD with lookback: 0
[2025-12-03T21:01:34.917168] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:34.917228] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:34.918202] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:34.922985] [DEBUG] [REMOTE    ] BANX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:34.924033] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 8 features, N/A% accuracy
[2025-12-03T21:01:34.924084] [INFO ] [LOCAL     ] BANX: Loaded 8 optimal features with 56.89% confidence from JSON config
[2025-12-03T21:01:34.924115] [DEBUG] [MAG       ] Building data for symbol: BANX with lookback: 0
[2025-12-03T21:01:34.924903] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:34.924964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:34.926622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:34.927127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:34.927505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:34.928272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:34.928974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:34.931560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:34.935701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:34.937042] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:34.983402] [INFO ] [LOCAL     ] LCFY: Saved forecast.
[2025-12-03T21:01:34.983477] [INFO ] [main      ] LCFY: Signal=1 (Conf=90.0%), Magnitude=6.91% (Conf=56.5187%)
[2025-12-03T21:01:34.983886] [INFO ] [main      ] Fetching symbol history for THQ...
[2025-12-03T21:01:34.983942] [DEBUG] [REMOTE    ] THQ: Fetching historical data.
[2025-12-03T21:01:34.984664] [INFO ] [main      ] Progress: 270/965 forecasts completed (28.0%). LCFY finished in 0.6s. ETA: 1m 57s. Rate: 356.51 forecasts/min
[2025-12-03T21:01:34.995841] [DEBUG] [REMOTE    ] THQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:34.997009] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 4 features, N/A% accuracy
[2025-12-03T21:01:34.997068] [INFO ] [LOCAL     ] THQ: Loaded 4 optimal features with 55.02% confidence from JSON config
[2025-12-03T21:01:34.997100] [DEBUG] [MAG       ] Building data for symbol: THQ with lookback: 0
[2025-12-03T21:01:34.997920] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:34.997979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:34.999533] [DEBUG] [MAG       ] VAC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:35.002799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:35.110677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:35.112604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:35.113375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:35.118620] [INFO ] [LOCAL     ] VAC: Saved forecast.
[2025-12-03T21:01:35.118684] [INFO ] [main      ] VAC: Signal=1 (Conf=90.0%), Magnitude=-1.80% (Conf=49.6509%)
[2025-12-03T21:01:35.119141] [INFO ] [main      ] Fetching symbol history for PFGC...
[2025-12-03T21:01:35.119201] [DEBUG] [REMOTE    ] PFGC: Fetching historical data.
[2025-12-03T21:01:35.119657] [INFO ] [main      ] Progress: 271/965 forecasts completed (28.1%). VAC finished in 0.6s. ETA: 1m 57s. Rate: 356.77 forecasts/min
[2025-12-03T21:01:35.131360] [DEBUG] [REMOTE    ] PFGC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:35.132302] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 2 features, N/A% accuracy
[2025-12-03T21:01:35.132368] [INFO ] [LOCAL     ] PFGC: Loaded 2 optimal features with 55.11% confidence from JSON config
[2025-12-03T21:01:35.132400] [DEBUG] [MAG       ] Building data for symbol: PFGC with lookback: 0
[2025-12-03T21:01:35.133184] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:35.133242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:35.134388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:35.135061] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:35.256015] [DEBUG] [MAG       ] GD: Last date is validated at 2025-12-03
[2025-12-03T21:01:35.268249] [DEBUG] [MAG       ] BANX: Last date is validated at 2025-12-03
[2025-12-03T21:01:35.425698] [DEBUG] [MAG       ] GD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:35.436093] [DEBUG] [MAG       ] BANX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:35.463055] [DEBUG] [MAG       ] THQ: Last date is validated at 2025-12-03
[2025-12-03T21:01:35.464439] [DEBUG] [MAG       ] PFGC: Last date is validated at 2025-12-03
[2025-12-03T21:01:35.500667] [INFO ] [LOCAL     ] BANX: Saved forecast.
[2025-12-03T21:01:35.500737] [INFO ] [main      ] BANX: Signal=1 (Conf=90.0%), Magnitude=-0.92% (Conf=56.8894%)
[2025-12-03T21:01:35.501121] [INFO ] [main      ] Progress: 272/965 forecasts completed (28.2%). BANX finished in 0.6s. ETA: 1m 57s. Rate: 355.11 forecasts/min
[2025-12-03T21:01:35.501246] [INFO ] [main      ] Fetching symbol history for ALHC...
[2025-12-03T21:01:35.501289] [DEBUG] [REMOTE    ] ALHC: Fetching historical data.
[2025-12-03T21:01:35.513144] [DEBUG] [REMOTE    ] ALHC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:35.514083] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 4 features, N/A% accuracy
[2025-12-03T21:01:35.514138] [INFO ] [LOCAL     ] ALHC: Loaded 4 optimal features with 45.37% confidence from JSON config
[2025-12-03T21:01:35.514170] [DEBUG] [MAG       ] Building data for symbol: ALHC with lookback: 0
[2025-12-03T21:01:35.514994] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:35.515054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:35.519978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:35.544185] [INFO ] [LOCAL     ] GD: Saved forecast.
[2025-12-03T21:01:35.544262] [INFO ] [main      ] GD: Signal=1 (Conf=90.0%), Magnitude=-0.72% (Conf=61.7785%)
[2025-12-03T21:01:35.544423] [INFO ] [main      ] Fetching symbol history for TRMK...
[2025-12-03T21:01:35.544467] [DEBUG] [REMOTE    ] TRMK: Fetching historical data.
[2025-12-03T21:01:35.546651] [INFO ] [main      ] Progress: 273/965 forecasts completed (28.3%). GD finished in 0.6s. ETA: 1m 57s. Rate: 356.06 forecasts/min
[2025-12-03T21:01:35.556071] [DEBUG] [REMOTE    ] TRMK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:35.557306] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, N/A% accuracy
[2025-12-03T21:01:35.557359] [INFO ] [LOCAL     ] TRMK: Loaded 3 optimal features with 59.94% confidence from JSON config
[2025-12-03T21:01:35.557392] [DEBUG] [MAG       ] Building data for symbol: TRMK with lookback: 0
[2025-12-03T21:01:35.558246] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:35.558309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:35.559041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:35.560304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:35.561340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:35.562559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:35.563245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:35.565651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:35.629361] [DEBUG] [MAG       ] PFGC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:35.640914] [DEBUG] [MAG       ] THQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:35.705148] [INFO ] [LOCAL     ] THQ: Saved forecast.
[2025-12-03T21:01:35.705553] [INFO ] [main      ] THQ: Signal=1 (Conf=90.0%), Magnitude=2.47% (Conf=55.025%)
[2025-12-03T21:01:35.705917] [INFO ] [main      ] Fetching symbol history for BXSL...
[2025-12-03T21:01:35.705968] [DEBUG] [REMOTE    ] BXSL: Fetching historical data.
[2025-12-03T21:01:35.706669] [INFO ] [main      ] Progress: 274/965 forecasts completed (28.4%). THQ finished in 0.7s. ETA: 1m 56s. Rate: 356.13 forecasts/min
[2025-12-03T21:01:35.718024] [DEBUG] [REMOTE    ] BXSL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:35.719118] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 6 features, N/A% accuracy
[2025-12-03T21:01:35.719174] [INFO ] [LOCAL     ] BXSL: Loaded 6 optimal features with 57.43% confidence from JSON config
[2025-12-03T21:01:35.719206] [DEBUG] [MAG       ] Building data for symbol: BXSL with lookback: 0
[2025-12-03T21:01:35.720008] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:35.720069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:35.721433] [INFO ] [LOCAL     ] PFGC: Saved forecast.
[2025-12-03T21:01:35.721505] [INFO ] [main      ] PFGC: Signal=1 (Conf=90.0%), Magnitude=-1.74% (Conf=55.1071%)
[2025-12-03T21:01:35.721678] [INFO ] [main      ] Fetching symbol history for VCRB...
[2025-12-03T21:01:35.721721] [DEBUG] [REMOTE    ] VCRB: Fetching historical data.
[2025-12-03T21:01:35.723644] [INFO ] [main      ] Progress: 275/965 forecasts completed (28.5%). PFGC finished in 0.6s. ETA: 1m 56s. Rate: 357.30 forecasts/min
[2025-12-03T21:01:35.725175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:35.727022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:35.727496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:35.727901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:35.728783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:35.733719] [DEBUG] [REMOTE    ] VCRB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:35.734626] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 4 features, N/A% accuracy
[2025-12-03T21:01:35.734681] [INFO ] [LOCAL     ] VCRB: Loaded 4 optimal features with 61.50% confidence from JSON config
[2025-12-03T21:01:35.734712] [DEBUG] [MAG       ] Building data for symbol: VCRB with lookback: 0
[2025-12-03T21:01:35.735474] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:35.735533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:35.740276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:35.741090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:35.741706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:35.743218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:35.838592] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:35.901347] [DEBUG] [MAG       ] ALHC: Last date is validated at 2025-12-03
[2025-12-03T21:01:35.906883] [DEBUG] [MAG       ] TRMK: Last date is validated at 2025-12-03
[2025-12-03T21:01:36.069183] [DEBUG] [MAG       ] ALHC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:36.072835] [DEBUG] [MAG       ] VCRB: Last date is validated at 2025-12-03
[2025-12-03T21:01:36.074200] [DEBUG] [MAG       ] TRMK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:36.145776] [INFO ] [LOCAL     ] ALHC: Saved forecast.
[2025-12-03T21:01:36.145848] [INFO ] [main      ] ALHC: Signal=1 (Conf=90.0%), Magnitude=0.71% (Conf=45.3705%)
[2025-12-03T21:01:36.146021] [INFO ] [main      ] Fetching symbol history for BSMP...
[2025-12-03T21:01:36.146066] [DEBUG] [REMOTE    ] BSMP: Fetching historical data.
[2025-12-03T21:01:36.146972] [INFO ] [main      ] Progress: 276/965 forecasts completed (28.6%). ALHC finished in 0.6s. ETA: 1m 56s. Rate: 355.34 forecasts/min
[2025-12-03T21:01:36.149262] [INFO ] [LOCAL     ] TRMK: Saved forecast.
[2025-12-03T21:01:36.149328] [INFO ] [main      ] TRMK: Signal=1 (Conf=90.0%), Magnitude=2.66% (Conf=59.9373%)
[2025-12-03T21:01:36.149693] [INFO ] [main      ] Fetching symbol history for METCB...
[2025-12-03T21:01:36.149744] [DEBUG] [REMOTE    ] METCB: Fetching historical data.
[2025-12-03T21:01:36.150117] [INFO ] [main      ] Progress: 277/965 forecasts completed (28.7%). TRMK finished in 0.6s. ETA: 1m 56s. Rate: 356.60 forecasts/min
[2025-12-03T21:01:36.158498] [DEBUG] [REMOTE    ] BSMP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:36.159418] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 53 features, N/A% accuracy
[2025-12-03T21:01:36.159472] [INFO ] [LOCAL     ] BSMP: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-03T21:01:36.159506] [DEBUG] [MAG       ] Building data for symbol: BSMP with lookback: 0
[2025-12-03T21:01:36.160307] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-03T21:01:36.160405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:36.161174] [DEBUG] [REMOTE    ] METCB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:36.161848] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, N/A% accuracy
[2025-12-03T21:01:36.161901] [INFO ] [LOCAL     ] METCB: Loaded 2 optimal features with 57.41% confidence from JSON config
[2025-12-03T21:01:36.161933] [DEBUG] [MAG       ] Building data for symbol: METCB with lookback: 0
[2025-12-03T21:01:36.162747] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:36.162812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:36.163532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:36.164267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:36.165504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:36.167330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:36.167837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:36.168308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:36.168732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:36.169485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:36.170306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:36.172784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:36.217215] [DEBUG] [MAG       ] BXSL: Last date is validated at 2025-12-03
[2025-12-03T21:01:36.238334] [DEBUG] [MAG       ] VCRB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:36.284464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:36.286418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:36.302535] [INFO ] [LOCAL     ] VCRB: Saved forecast.
[2025-12-03T21:01:36.302620] [INFO ] [main      ] VCRB: Signal=1 (Conf=90.0%), Magnitude=0.05% (Conf=61.5047%)
[2025-12-03T21:01:36.303068] [INFO ] [main      ] Fetching symbol history for INDI...
[2025-12-03T21:01:36.303120] [DEBUG] [REMOTE    ] INDI: Fetching historical data.
[2025-12-03T21:01:36.303733] [INFO ] [main      ] Progress: 278/965 forecasts completed (28.8%). VCRB finished in 0.6s. ETA: 1m 56s. Rate: 356.72 forecasts/min
[2025-12-03T21:01:36.315654] [DEBUG] [REMOTE    ] INDI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:36.316656] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 3 features, N/A% accuracy
[2025-12-03T21:01:36.316712] [INFO ] [LOCAL     ] INDI: Loaded 3 optimal features with 58.48% confidence from JSON config
[2025-12-03T21:01:36.316744] [DEBUG] [MAG       ] Building data for symbol: INDI with lookback: 0
[2025-12-03T21:01:36.317555] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:36.317629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:36.319369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:36.319923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:36.320351] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:36.326965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:36.328263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:36.370136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:36.371040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:36.372324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:36.401862] [DEBUG] [MAG       ] BXSL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:36.450549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:36.451477] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:36.453337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:36.456144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:36.457253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:36.459325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:36.460105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:36.464414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:36.465621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:36.466972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:36.468549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:36.471476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:36.472144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:36.472360] [INFO ] [LOCAL     ] BXSL: Saved forecast.
[2025-12-03T21:01:36.472427] [INFO ] [main      ] BXSL: Signal=1 (Conf=90.0%), Magnitude=2.51% (Conf=57.4301%)
[2025-12-03T21:01:36.472803] [INFO ] [main      ] Progress: 279/965 forecasts completed (28.9%). BXSL finished in 0.8s. ETA: 1m 55s. Rate: 356.71 forecasts/min
[2025-12-03T21:01:36.472934] [INFO ] [main      ] Fetching symbol history for QD...
[2025-12-03T21:01:36.472976] [DEBUG] [REMOTE    ] QD: Fetching historical data.
[2025-12-03T21:01:36.473214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:36.475309] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:36.476411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:36.477151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:36.477864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:01:36.478612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:36.481474] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:36.483154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:36.484190] [DEBUG] [REMOTE    ] QD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:36.485247] [DEBUG] [LOCAL     ] Loaded configuration for QD: 7 features, N/A% accuracy
[2025-12-03T21:01:36.485299] [INFO ] [LOCAL     ] QD: Loaded 7 optimal features with 43.57% confidence from JSON config
[2025-12-03T21:01:36.485329] [DEBUG] [MAG       ] Building data for symbol: QD with lookback: 0
[2025-12-03T21:01:36.485712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:36.486130] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:36.486191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:36.488026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:36.491026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:36.492105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:36.492803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:36.493270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:36.493666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:36.494363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:36.496678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:36.498693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:36.510992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:36.512033] [DEBUG] [MAG       ] METCB: Last date is validated at 2025-12-03
[2025-12-03T21:01:36.512301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:36.514084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:36.514856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:36.516610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:36.518261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:36.519203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:36.520467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:36.521712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:36.523887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:36.525476] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:36.528417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:36.530346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:36.536366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:36.657645] [DEBUG] [MAG       ] INDI: Last date is validated at 2025-12-03
[2025-12-03T21:01:36.681460] [DEBUG] [MAG       ] METCB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:36.755715] [INFO ] [LOCAL     ] METCB: Saved forecast.
[2025-12-03T21:01:36.755782] [INFO ] [main      ] METCB: Signal=1 (Conf=90.0%), Magnitude=0.29% (Conf=57.4076%)
[2025-12-03T21:01:36.756138] [INFO ] [main      ] Fetching symbol history for WOOD...
[2025-12-03T21:01:36.756189] [DEBUG] [REMOTE    ] WOOD: Fetching historical data.
[2025-12-03T21:01:36.756668] [INFO ] [main      ] Progress: 280/965 forecasts completed (29.0%). METCB finished in 0.6s. ETA: 1m 56s. Rate: 355.84 forecasts/min
[2025-12-03T21:01:36.767884] [DEBUG] [REMOTE    ] WOOD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:36.768772] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 10 features, N/A% accuracy
[2025-12-03T21:01:36.768830] [INFO ] [LOCAL     ] WOOD: Loaded 10 optimal features with 55.00% confidence from JSON config
[2025-12-03T21:01:36.768862] [DEBUG] [MAG       ] Building data for symbol: WOOD with lookback: 0
[2025-12-03T21:01:36.769682] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:36.769759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:36.771352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:36.773528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:36.788198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:36.789975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:36.790460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:36.791521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:36.793723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:36.794821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:36.795522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:36.797011] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:36.833356] [DEBUG] [MAG       ] INDI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:36.854532] [DEBUG] [MAG       ] QD: Last date is validated at 2025-12-03
[2025-12-03T21:01:36.879320] [DEBUG] [MAG       ] BSMP: Last date is validated at 2025-12-03
[2025-12-03T21:01:36.894368] [INFO ] [LOCAL     ] INDI: Saved forecast.
[2025-12-03T21:01:36.894433] [INFO ] [main      ] INDI: Signal=1 (Conf=90.0%), Magnitude=12.48% (Conf=58.4762%)
[2025-12-03T21:01:36.894608] [INFO ] [main      ] Fetching symbol history for CELH...
[2025-12-03T21:01:36.894653] [DEBUG] [REMOTE    ] CELH: Fetching historical data.
[2025-12-03T21:01:36.895668] [INFO ] [main      ] Progress: 281/965 forecasts completed (29.1%). INDI finished in 0.6s. ETA: 1m 55s. Rate: 356.06 forecasts/min
[2025-12-03T21:01:36.907171] [DEBUG] [REMOTE    ] CELH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:36.908247] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 6 features, N/A% accuracy
[2025-12-03T21:01:36.908299] [INFO ] [LOCAL     ] CELH: Loaded 6 optimal features with 65.32% confidence from JSON config
[2025-12-03T21:01:36.908329] [DEBUG] [MAG       ] Building data for symbol: CELH with lookback: 0
[2025-12-03T21:01:36.909121] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:36.909180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:36.910850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:36.911345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:36.911756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:36.913517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:36.916115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:01:36.917681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:37.032425] [DEBUG] [MAG       ] QD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:37.053312] [DEBUG] [MAG       ] BSMP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:37.097024] [INFO ] [LOCAL     ] QD: Saved forecast.
[2025-12-03T21:01:37.097089] [INFO ] [main      ] QD: Signal=1 (Conf=90.0%), Magnitude=0.05% (Conf=43.5708%)
[2025-12-03T21:01:37.097434] [INFO ] [main      ] Progress: 282/965 forecasts completed (29.2%). QD finished in 0.6s. ETA: 1m 55s. Rate: 355.81 forecasts/min
[2025-12-03T21:01:37.097554] [INFO ] [main      ] Fetching symbol history for DVN...
[2025-12-03T21:01:37.097613] [DEBUG] [REMOTE    ] DVN: Fetching historical data.
[2025-12-03T21:01:37.108593] [DEBUG] [REMOTE    ] DVN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:37.109591] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, N/A% accuracy
[2025-12-03T21:01:37.109641] [INFO ] [LOCAL     ] DVN: Loaded 2 optimal features with 51.89% confidence from JSON config
[2025-12-03T21:01:37.109683] [DEBUG] [MAG       ] Building data for symbol: DVN with lookback: 0
[2025-12-03T21:01:37.110428] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:37.110483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:37.112128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:37.112634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:37.138023] [DEBUG] [MAG       ] WOOD: Last date is validated at 2025-12-03
[2025-12-03T21:01:37.250362] [DEBUG] [MAG       ] CELH: Last date is validated at 2025-12-03
[2025-12-03T21:01:37.307046] [DEBUG] [MAG       ] WOOD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:37.309292] [INFO ] [LOCAL     ] BSMP: Saved forecast.
[2025-12-03T21:01:37.309359] [INFO ] [main      ] BSMP: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-03T21:01:37.309520] [INFO ] [main      ] Fetching symbol history for PAYO...
[2025-12-03T21:01:37.309564] [DEBUG] [REMOTE    ] PAYO: Fetching historical data.
[2025-12-03T21:01:37.309881] [INFO ] [main      ] Progress: 283/965 forecasts completed (29.3%). BSMP finished in 1.2s. ETA: 1m 55s. Rate: 355.48 forecasts/min
[2025-12-03T21:01:37.321693] [DEBUG] [REMOTE    ] PAYO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:37.322518] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 5 features, N/A% accuracy
[2025-12-03T21:01:37.322588] [INFO ] [LOCAL     ] PAYO: Loaded 5 optimal features with 67.12% confidence from JSON config
[2025-12-03T21:01:37.322623] [DEBUG] [MAG       ] Building data for symbol: PAYO with lookback: 0
[2025-12-03T21:01:37.323606] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:37.323667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:37.325365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:37.325912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:37.326306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:37.327727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:37.328460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:37.419712] [DEBUG] [MAG       ] CELH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:37.462802] [DEBUG] [MAG       ] DVN: Last date is validated at 2025-12-03
[2025-12-03T21:01:37.509246] [INFO ] [LOCAL     ] WOOD: Saved forecast.
[2025-12-03T21:01:37.509317] [INFO ] [main      ] WOOD: Signal=1 (Conf=90.0%), Magnitude=2.42% (Conf=54.9979%)
[2025-12-03T21:01:37.509677] [INFO ] [main      ] Fetching symbol history for MNY...
[2025-12-03T21:01:37.509729] [DEBUG] [REMOTE    ] MNY: Fetching historical data.
[2025-12-03T21:01:37.510664] [INFO ] [main      ] Progress: 284/965 forecasts completed (29.4%). WOOD finished in 0.8s. ETA: 1m 55s. Rate: 355.25 forecasts/min
[2025-12-03T21:01:37.521305] [DEBUG] [REMOTE    ] MNY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:37.522127] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, N/A% accuracy
[2025-12-03T21:01:37.522182] [INFO ] [LOCAL     ] MNY: Loaded 1 optimal features with 47.23% confidence from JSON config
[2025-12-03T21:01:37.522225] [DEBUG] [MAG       ] Building data for symbol: MNY with lookback: 0
[2025-12-03T21:01:37.523021] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:37.523092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:37.527986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:37.532232] [INFO ] [LOCAL     ] CELH: Saved forecast.
[2025-12-03T21:01:37.532298] [INFO ] [main      ] CELH: Signal=1 (Conf=90.0%), Magnitude=-5.52% (Conf=65.3179%)
[2025-12-03T21:01:37.532752] [INFO ] [main      ] Fetching symbol history for XENE...
[2025-12-03T21:01:37.532804] [DEBUG] [REMOTE    ] XENE: Fetching historical data.
[2025-12-03T21:01:37.533654] [INFO ] [main      ] Progress: 285/965 forecasts completed (29.5%). CELH finished in 0.6s. ETA: 1m 55s. Rate: 356.33 forecasts/min
[2025-12-03T21:01:37.545849] [DEBUG] [REMOTE    ] XENE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:37.547324] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 4 features, N/A% accuracy
[2025-12-03T21:01:37.547377] [INFO ] [LOCAL     ] XENE: Loaded 4 optimal features with 60.93% confidence from JSON config
[2025-12-03T21:01:37.547408] [DEBUG] [MAG       ] Building data for symbol: XENE with lookback: 0
[2025-12-03T21:01:37.548229] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:37.548312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:37.553547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:37.554179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:37.554672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:37.557281] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:37.638302] [DEBUG] [MAG       ] DVN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:37.667610] [DEBUG] [MAG       ] PAYO: Last date is validated at 2025-12-03
[2025-12-03T21:01:37.723177] [INFO ] [LOCAL     ] DVN: Saved forecast.
[2025-12-03T21:01:37.723243] [INFO ] [main      ] DVN: Signal=1 (Conf=90.0%), Magnitude=1.46% (Conf=51.8864%)
[2025-12-03T21:01:37.723613] [INFO ] [main      ] Progress: 286/965 forecasts completed (29.6%). DVN finished in 0.6s. ETA: 1m 54s. Rate: 356.17 forecasts/min
[2025-12-03T21:01:37.723744] [INFO ] [main      ] Fetching symbol history for OPAD...
[2025-12-03T21:01:37.723785] [DEBUG] [REMOTE    ] OPAD: Fetching historical data.
[2025-12-03T21:01:37.734930] [DEBUG] [REMOTE    ] OPAD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:37.735995] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 5 features, N/A% accuracy
[2025-12-03T21:01:37.736049] [INFO ] [LOCAL     ] OPAD: Loaded 5 optimal features with 48.73% confidence from JSON config
[2025-12-03T21:01:37.736082] [DEBUG] [MAG       ] Building data for symbol: OPAD with lookback: 0
[2025-12-03T21:01:37.736893] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:37.736953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:37.741986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:37.743848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:37.744346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:37.744769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:37.791999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:37.836450] [DEBUG] [MAG       ] PAYO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:37.878503] [DEBUG] [MAG       ] MNY: Last date is validated at 2025-12-03
[2025-12-03T21:01:37.894037] [DEBUG] [MAG       ] XENE: Last date is validated at 2025-12-03
[2025-12-03T21:01:37.899088] [INFO ] [LOCAL     ] PAYO: Saved forecast.
[2025-12-03T21:01:37.899153] [INFO ] [main      ] PAYO: Signal=1 (Conf=90.0%), Magnitude=-1.16% (Conf=67.1164%)
[2025-12-03T21:01:37.899504] [INFO ] [main      ] Fetching symbol history for GIS...
[2025-12-03T21:01:37.899552] [DEBUG] [REMOTE    ] GIS: Fetching historical data.
[2025-12-03T21:01:37.900111] [INFO ] [main      ] Progress: 287/965 forecasts completed (29.7%). PAYO finished in 0.6s. ETA: 1m 54s. Rate: 356.11 forecasts/min
[2025-12-03T21:01:37.911217] [DEBUG] [REMOTE    ] GIS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:37.912170] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 0 features, N/A% accuracy
[2025-12-03T21:01:37.912221] [INFO ] [LOCAL     ] GIS: Loaded 0 optimal features with 54.47% confidence from JSON config
[2025-12-03T21:01:37.912264] [DEBUG] [MAG       ] Building data for symbol: GIS with lookback: 0
[2025-12-03T21:01:37.913083] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:01:38.047497] [DEBUG] [MAG       ] MNY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:38.061568] [DEBUG] [MAG       ] XENE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:38.100482] [INFO ] [LOCAL     ] MNY: Saved forecast.
[2025-12-03T21:01:38.100548] [INFO ] [main      ] MNY: Signal=1 (Conf=90.0%), Magnitude=0.98% (Conf=47.227%)
[2025-12-03T21:01:38.100911] [INFO ] [main      ] Fetching symbol history for VTS...
[2025-12-03T21:01:38.100961] [DEBUG] [REMOTE    ] VTS: Fetching historical data.
[2025-12-03T21:01:38.101669] [INFO ] [main      ] Progress: 288/965 forecasts completed (29.8%). MNY finished in 0.6s. ETA: 1m 54s. Rate: 355.86 forecasts/min
[2025-12-03T21:01:38.112385] [DEBUG] [REMOTE    ] VTS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:38.113449] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, N/A% accuracy
[2025-12-03T21:01:38.113502] [INFO ] [LOCAL     ] VTS: Loaded 4 optimal features with 64.63% confidence from JSON config
[2025-12-03T21:01:38.113533] [DEBUG] [MAG       ] Building data for symbol: VTS with lookback: 0
[2025-12-03T21:01:38.114335] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:38.114394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:38.119332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:38.121265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:38.121767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:38.122156] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:38.142869] [DEBUG] [MAG       ] OPAD: Last date is validated at 2025-12-03
[2025-12-03T21:01:38.149879] [INFO ] [LOCAL     ] XENE: Saved forecast.
[2025-12-03T21:01:38.149946] [INFO ] [main      ] XENE: Signal=1 (Conf=90.0%), Magnitude=1.43% (Conf=60.9251%)
[2025-12-03T21:01:38.150400] [INFO ] [main      ] Fetching symbol history for PSTL...
[2025-12-03T21:01:38.150483] [DEBUG] [REMOTE    ] PSTL: Fetching historical data.
[2025-12-03T21:01:38.150403] [INFO ] [main      ] Progress: 289/965 forecasts completed (29.9%). XENE finished in 0.6s. ETA: 1m 54s. Rate: 356.74 forecasts/min
[2025-12-03T21:01:38.162387] [DEBUG] [REMOTE    ] PSTL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:38.163339] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 1 features, N/A% accuracy
[2025-12-03T21:01:38.163390] [INFO ] [LOCAL     ] PSTL: Loaded 1 optimal features with 54.79% confidence from JSON config
[2025-12-03T21:01:38.163421] [DEBUG] [MAG       ] Building data for symbol: PSTL with lookback: 0
[2025-12-03T21:01:38.164217] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:38.164276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:38.169201] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:38.245170] [DEBUG] [MAG       ] GIS: Last date is validated at 2025-12-03
[2025-12-03T21:01:38.316657] [DEBUG] [MAG       ] OPAD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:38.382042] [INFO ] [LOCAL     ] OPAD: Saved forecast.
[2025-12-03T21:01:38.382108] [INFO ] [main      ] OPAD: Signal=1 (Conf=90.0%), Magnitude=-14.73% (Conf=48.7343%)
[2025-12-03T21:01:38.382415] [INFO ] [main      ] Fetching symbol history for IBB...
[2025-12-03T21:01:38.382463] [DEBUG] [REMOTE    ] IBB: Fetching historical data.
[2025-12-03T21:01:38.383328] [INFO ] [main      ] Progress: 290/965 forecasts completed (30.1%). OPAD finished in 0.7s. ETA: 1m 54s. Rate: 356.27 forecasts/min
[2025-12-03T21:01:38.394700] [DEBUG] [REMOTE    ] IBB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:38.395603] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, N/A% accuracy
[2025-12-03T21:01:38.395654] [INFO ] [LOCAL     ] IBB: Loaded 4 optimal features with 57.58% confidence from JSON config
[2025-12-03T21:01:38.395686] [DEBUG] [MAG       ] Building data for symbol: IBB with lookback: 0
[2025-12-03T21:01:38.396473] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:38.396532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:38.398236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:38.401399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:38.401837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:38.402816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:38.411502] [DEBUG] [MAG       ] GIS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:38.461174] [DEBUG] [MAG       ] VTS: Last date is validated at 2025-12-03
[2025-12-03T21:01:38.491795] [INFO ] [LOCAL     ] GIS: Saved forecast.
[2025-12-03T21:01:38.491871] [INFO ] [main      ] GIS: Signal=1 (Conf=90.0%), Magnitude=-0.66% (Conf=54.4664%)
[2025-12-03T21:01:38.492031] [INFO ] [main      ] Fetching symbol history for SSYS...
[2025-12-03T21:01:38.492075] [DEBUG] [REMOTE    ] SSYS: Fetching historical data.
[2025-12-03T21:01:38.492877] [INFO ] [main      ] Progress: 291/965 forecasts completed (30.2%). GIS finished in 0.6s. ETA: 1m 53s. Rate: 356.70 forecasts/min
[2025-12-03T21:01:38.503783] [DEBUG] [MAG       ] PSTL: Last date is validated at 2025-12-03
[2025-12-03T21:01:38.504478] [DEBUG] [REMOTE    ] SSYS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:38.505292] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 9 features, N/A% accuracy
[2025-12-03T21:01:38.505342] [INFO ] [LOCAL     ] SSYS: Loaded 9 optimal features with 57.61% confidence from JSON config
[2025-12-03T21:01:38.505373] [DEBUG] [MAG       ] Building data for symbol: SSYS with lookback: 0
[2025-12-03T21:01:38.506172] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:38.506234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:38.511125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:38.513052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:38.513560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:38.513977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:38.515634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:38.556010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:38.605626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:38.606490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:38.608467] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:38.630330] [DEBUG] [MAG       ] VTS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:38.669703] [DEBUG] [MAG       ] PSTL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:38.703820] [INFO ] [LOCAL     ] VTS: Saved forecast.
[2025-12-03T21:01:38.703884] [INFO ] [main      ] VTS: Signal=1 (Conf=90.0%), Magnitude=2.85% (Conf=64.626%)
[2025-12-03T21:01:38.704215] [INFO ] [main      ] Fetching symbol history for MRUS...
[2025-12-03T21:01:38.704264] [DEBUG] [REMOTE    ] MRUS: Fetching historical data.
[2025-12-03T21:01:38.704662] [INFO ] [main      ] Progress: 292/965 forecasts completed (30.3%). VTS finished in 0.6s. ETA: 1m 53s. Rate: 356.38 forecasts/min
[2025-12-03T21:01:38.716536] [DEBUG] [REMOTE    ] MRUS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:38.717500] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 7 features, N/A% accuracy
[2025-12-03T21:01:38.717551] [INFO ] [LOCAL     ] MRUS: Loaded 7 optimal features with 31.69% confidence from JSON config
[2025-12-03T21:01:38.717816] [DEBUG] [MAG       ] Building data for symbol: MRUS with lookback: 0
[2025-12-03T21:01:38.718695] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:38.718756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:38.723802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:38.725614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:38.726092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:38.726512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:38.726908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:38.727454] [INFO ] [LOCAL     ] PSTL: Saved forecast.
[2025-12-03T21:01:38.727519] [INFO ] [main      ] PSTL: Signal=1 (Conf=90.0%), Magnitude=0.04% (Conf=54.7863%)
[2025-12-03T21:01:38.727649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:38.727959] [INFO ] [main      ] Fetching symbol history for MOD...
[2025-12-03T21:01:38.728009] [DEBUG] [REMOTE    ] MOD: Fetching historical data.
[2025-12-03T21:01:38.728346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:38.728637] [INFO ] [main      ] Progress: 293/965 forecasts completed (30.4%). PSTL finished in 0.6s. ETA: 1m 53s. Rate: 357.43 forecasts/min
[2025-12-03T21:01:38.739296] [DEBUG] [REMOTE    ] MOD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:38.740091] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 2 features, N/A% accuracy
[2025-12-03T21:01:38.740140] [INFO ] [LOCAL     ] MOD: Loaded 2 optimal features with 41.40% confidence from JSON config
[2025-12-03T21:01:38.740170] [DEBUG] [MAG       ] Building data for symbol: MOD with lookback: 0
[2025-12-03T21:01:38.740942] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:38.740999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:38.745733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:38.746528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:38.746709] [DEBUG] [MAG       ] IBB: Last date is validated at 2025-12-03
[2025-12-03T21:01:38.921339] [DEBUG] [MAG       ] IBB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:38.943774] [DEBUG] [MAG       ] SSYS: Last date is validated at 2025-12-03
[2025-12-03T21:01:39.019316] [INFO ] [LOCAL     ] IBB: Saved forecast.
[2025-12-03T21:01:39.019384] [INFO ] [main      ] IBB: Signal=1 (Conf=90.0%), Magnitude=0.55% (Conf=57.5771%)
[2025-12-03T21:01:39.019776] [INFO ] [main      ] Progress: 294/965 forecasts completed (30.5%). IBB finished in 0.6s. ETA: 1m 53s. Rate: 356.54 forecasts/min
[2025-12-03T21:01:39.019918] [INFO ] [main      ] Fetching symbol history for NAMS...
[2025-12-03T21:01:39.019971] [DEBUG] [REMOTE    ] NAMS: Fetching historical data.
[2025-12-03T21:01:39.031297] [DEBUG] [REMOTE    ] NAMS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:39.032426] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 6 features, N/A% accuracy
[2025-12-03T21:01:39.032477] [INFO ] [LOCAL     ] NAMS: Loaded 6 optimal features with 51.76% confidence from JSON config
[2025-12-03T21:01:39.032508] [DEBUG] [MAG       ] Building data for symbol: NAMS with lookback: 0
[2025-12-03T21:01:39.033283] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:39.033343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:39.038016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:39.039792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:39.040283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:39.040730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:39.041125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:39.043339] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:39.068084] [DEBUG] [MAG       ] MRUS: Last date is validated at 2025-12-03
[2025-12-03T21:01:39.080361] [DEBUG] [MAG       ] MOD: Last date is validated at 2025-12-03
[2025-12-03T21:01:39.111732] [DEBUG] [MAG       ] SSYS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:39.190796] [INFO ] [LOCAL     ] SSYS: Saved forecast.
[2025-12-03T21:01:39.190875] [INFO ] [main      ] SSYS: Signal=1 (Conf=90.0%), Magnitude=-1.56% (Conf=57.6051%)
[2025-12-03T21:01:39.191377] [INFO ] [main      ] Fetching symbol history for RCI...
[2025-12-03T21:01:39.191420] [DEBUG] [REMOTE    ] RCI: Fetching historical data.
[2025-12-03T21:01:39.193706] [INFO ] [main      ] Progress: 295/965 forecasts completed (30.6%). SSYS finished in 0.7s. ETA: 1m 53s. Rate: 356.50 forecasts/min
[2025-12-03T21:01:39.202540] [DEBUG] [REMOTE    ] RCI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:39.203547] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, N/A% accuracy
[2025-12-03T21:01:39.203621] [INFO ] [LOCAL     ] RCI: Loaded 2 optimal features with 50.09% confidence from JSON config
[2025-12-03T21:01:39.203654] [DEBUG] [MAG       ] Building data for symbol: RCI with lookback: 0
[2025-12-03T21:01:39.204439] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:39.204496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:39.209235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:39.210555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:39.236794] [DEBUG] [MAG       ] MRUS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:39.248131] [DEBUG] [MAG       ] MOD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:39.359518] [INFO ] [LOCAL     ] MRUS: Saved forecast.
[2025-12-03T21:01:39.359609] [INFO ] [main      ] MRUS: Signal=1 (Conf=90.0%), Magnitude=3.05% (Conf=31.6877%)
[2025-12-03T21:01:39.359943] [INFO ] [main      ] Fetching symbol history for HYI...
[2025-12-03T21:01:39.359990] [DEBUG] [REMOTE    ] HYI: Fetching historical data.
[2025-12-03T21:01:39.360664] [INFO ] [main      ] Progress: 296/965 forecasts completed (30.7%). MRUS finished in 0.7s. ETA: 1m 53s. Rate: 356.51 forecasts/min
[2025-12-03T21:01:39.368894] [INFO ] [LOCAL     ] MOD: Saved forecast.
[2025-12-03T21:01:39.368961] [INFO ] [main      ] MOD: Signal=1 (Conf=90.0%), Magnitude=8.16% (Conf=41.4009%)
[2025-12-03T21:01:39.369395] [INFO ] [main      ] Fetching symbol history for SNN...
[2025-12-03T21:01:39.369446] [DEBUG] [REMOTE    ] SNN: Fetching historical data.
[2025-12-03T21:01:39.369626] [INFO ] [main      ] Progress: 297/965 forecasts completed (30.8%). MOD finished in 0.6s. ETA: 1m 52s. Rate: 357.65 forecasts/min
[2025-12-03T21:01:39.371342] [DEBUG] [REMOTE    ] HYI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:39.372296] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 6 features, N/A% accuracy
[2025-12-03T21:01:39.372345] [INFO ] [LOCAL     ] HYI: Loaded 6 optimal features with 44.18% confidence from JSON config
[2025-12-03T21:01:39.372376] [DEBUG] [MAG       ] Building data for symbol: HYI with lookback: 0
[2025-12-03T21:01:39.373148] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:39.373206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:39.377951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:39.379722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:39.380173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:39.380561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:39.380527] [DEBUG] [REMOTE    ] SNN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:39.381672] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 7 features, N/A% accuracy
[2025-12-03T21:01:39.381736] [INFO ] [LOCAL     ] SNN: Loaded 7 optimal features with 38.70% confidence from JSON config
[2025-12-03T21:01:39.381767] [DEBUG] [MAG       ] Building data for symbol: SNN with lookback: 0
[2025-12-03T21:01:39.382521] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:39.382598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:39.382737] [DEBUG] [MAG       ] NAMS: Last date is validated at 2025-12-03
[2025-12-03T21:01:39.387306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:39.420346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:39.421568] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:39.425874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:39.426722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:39.427349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:39.429155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:39.431096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:39.431801] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:39.550632] [DEBUG] [MAG       ] NAMS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:39.552387] [DEBUG] [MAG       ] RCI: Last date is validated at 2025-12-03
[2025-12-03T21:01:39.639714] [INFO ] [LOCAL     ] NAMS: Saved forecast.
[2025-12-03T21:01:39.639779] [INFO ] [main      ] NAMS: Signal=1 (Conf=90.0%), Magnitude=-1.53% (Conf=51.7627%)
[2025-12-03T21:01:39.640083] [INFO ] [main      ] Fetching symbol history for DHX...
[2025-12-03T21:01:39.640131] [DEBUG] [REMOTE    ] DHX: Fetching historical data.
[2025-12-03T21:01:39.640991] [INFO ] [main      ] Progress: 298/965 forecasts completed (30.9%). NAMS finished in 0.6s. ETA: 1m 52s. Rate: 356.91 forecasts/min
[2025-12-03T21:01:39.651983] [DEBUG] [REMOTE    ] DHX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:39.653128] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 6 features, N/A% accuracy
[2025-12-03T21:01:39.653179] [INFO ] [LOCAL     ] DHX: Loaded 6 optimal features with 44.36% confidence from JSON config
[2025-12-03T21:01:39.653210] [DEBUG] [MAG       ] Building data for symbol: DHX with lookback: 0
[2025-12-03T21:01:39.653989] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:39.654049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:39.655742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:39.656253] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:39.658918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:39.661648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:39.679168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:39.681919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:39.717320] [DEBUG] [MAG       ] RCI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:39.765537] [DEBUG] [MAG       ] SNN: Last date is validated at 2025-12-03
[2025-12-03T21:01:39.768140] [DEBUG] [MAG       ] HYI: Last date is validated at 2025-12-03
[2025-12-03T21:01:39.787812] [INFO ] [LOCAL     ] RCI: Saved forecast.
[2025-12-03T21:01:39.787878] [INFO ] [main      ] RCI: Signal=1 (Conf=90.0%), Magnitude=0.14% (Conf=50.0943%)
[2025-12-03T21:01:39.788221] [INFO ] [main      ] Fetching symbol history for GAB...
[2025-12-03T21:01:39.788270] [DEBUG] [REMOTE    ] GAB: Fetching historical data.
[2025-12-03T21:01:39.788655] [INFO ] [main      ] Progress: 299/965 forecasts completed (31.0%). RCI finished in 0.6s. ETA: 1m 52s. Rate: 357.05 forecasts/min
[2025-12-03T21:01:39.800213] [DEBUG] [REMOTE    ] GAB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:39.801196] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 4 features, N/A% accuracy
[2025-12-03T21:01:39.801246] [INFO ] [LOCAL     ] GAB: Loaded 4 optimal features with 35.76% confidence from JSON config
[2025-12-03T21:01:39.801277] [DEBUG] [MAG       ] Building data for symbol: GAB with lookback: 0
[2025-12-03T21:01:39.802051] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:39.802109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:39.802960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:39.915034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:39.917312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:39.918611] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:39.936310] [DEBUG] [MAG       ] SNN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:39.936797] [DEBUG] [MAG       ] HYI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:39.995062] [INFO ] [LOCAL     ] HYI: Saved forecast.
[2025-12-03T21:01:39.995128] [INFO ] [main      ] HYI: Signal=1 (Conf=90.0%), Magnitude=0.90% (Conf=44.1829%)
[2025-12-03T21:01:39.995494] [INFO ] [main      ] Fetching symbol history for SFNC...
[2025-12-03T21:01:39.995543] [DEBUG] [REMOTE    ] SFNC: Fetching historical data.
[2025-12-03T21:01:39.996649] [INFO ] [main      ] Progress: 300/965 forecasts completed (31.1%). HYI finished in 0.6s. ETA: 1m 52s. Rate: 356.77 forecasts/min
[2025-12-03T21:01:40.008283] [DEBUG] [REMOTE    ] SFNC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:40.010534] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 1 features, N/A% accuracy
[2025-12-03T21:01:40.010964] [INFO ] [LOCAL     ] SFNC: Loaded 1 optimal features with 51.74% confidence from JSON config
[2025-12-03T21:01:40.011002] [DEBUG] [MAG       ] Building data for symbol: SFNC with lookback: 0
[2025-12-03T21:01:40.011997] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:40.012068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:40.012826] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:40.021420] [DEBUG] [MAG       ] DHX: Last date is validated at 2025-12-03
[2025-12-03T21:01:40.022707] [INFO ] [LOCAL     ] SNN: Saved forecast.
[2025-12-03T21:01:40.022775] [INFO ] [main      ] SNN: Signal=1 (Conf=90.0%), Magnitude=2.28% (Conf=38.7013%)
[2025-12-03T21:01:40.023200] [INFO ] [main      ] Fetching symbol history for PSCE...
[2025-12-03T21:01:40.023252] [DEBUG] [REMOTE    ] PSCE: Fetching historical data.
[2025-12-03T21:01:40.023662] [INFO ] [main      ] Progress: 301/965 forecasts completed (31.2%). SNN finished in 0.7s. ETA: 1m 51s. Rate: 357.77 forecasts/min
[2025-12-03T21:01:40.034289] [DEBUG] [REMOTE    ] PSCE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:40.035462] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 4 features, N/A% accuracy
[2025-12-03T21:01:40.035523] [INFO ] [LOCAL     ] PSCE: Loaded 4 optimal features with 59.13% confidence from JSON config
[2025-12-03T21:01:40.035556] [DEBUG] [MAG       ] Building data for symbol: PSCE with lookback: 0
[2025-12-03T21:01:40.036370] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:40.036430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:40.038173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:40.038703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:40.039095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:40.040373] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:40.200191] [DEBUG] [MAG       ] DHX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:40.256034] [DEBUG] [MAG       ] GAB: Last date is validated at 2025-12-03
[2025-12-03T21:01:40.264759] [INFO ] [LOCAL     ] DHX: Saved forecast.
[2025-12-03T21:01:40.264826] [INFO ] [main      ] DHX: Signal=1 (Conf=90.0%), Magnitude=-0.24% (Conf=44.3582%)
[2025-12-03T21:01:40.265143] [INFO ] [main      ] Fetching symbol history for NNI...
[2025-12-03T21:01:40.265192] [DEBUG] [REMOTE    ] NNI: Fetching historical data.
[2025-12-03T21:01:40.266073] [INFO ] [main      ] Progress: 302/965 forecasts completed (31.3%). DHX finished in 0.6s. ETA: 1m 51s. Rate: 357.24 forecasts/min
[2025-12-03T21:01:40.276819] [DEBUG] [REMOTE    ] NNI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:40.277796] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 7 features, N/A% accuracy
[2025-12-03T21:01:40.277854] [INFO ] [LOCAL     ] NNI: Loaded 7 optimal features with 59.32% confidence from JSON config
[2025-12-03T21:01:40.277884] [DEBUG] [MAG       ] Building data for symbol: NNI with lookback: 0
[2025-12-03T21:01:40.278754] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:40.278816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:40.283723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:40.285590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:40.286077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:40.286519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:40.286931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:40.288182] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:40.288833] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:40.350057] [DEBUG] [MAG       ] SFNC: Last date is validated at 2025-12-03
[2025-12-03T21:01:40.374646] [DEBUG] [MAG       ] PSCE: Last date is validated at 2025-12-03
[2025-12-03T21:01:40.445954] [DEBUG] [MAG       ] GAB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:40.516551] [DEBUG] [MAG       ] SFNC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:40.541051] [DEBUG] [MAG       ] PSCE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:40.570705] [INFO ] [LOCAL     ] GAB: Saved forecast.
[2025-12-03T21:01:40.570770] [INFO ] [main      ] GAB: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=35.7574%)
[2025-12-03T21:01:40.571100] [INFO ] [main      ] Fetching symbol history for BSVO...
[2025-12-03T21:01:40.571147] [DEBUG] [REMOTE    ] BSVO: Fetching historical data.
[2025-12-03T21:01:40.571667] [INFO ] [main      ] Progress: 303/965 forecasts completed (31.4%). GAB finished in 0.8s. ETA: 1m 51s. Rate: 356.28 forecasts/min
[2025-12-03T21:01:40.582470] [INFO ] [LOCAL     ] SFNC: Saved forecast.
[2025-12-03T21:01:40.582537] [INFO ] [main      ] SFNC: Signal=1 (Conf=90.0%), Magnitude=0.19% (Conf=51.7447%)
[2025-12-03T21:01:40.582846] [DEBUG] [REMOTE    ] BSVO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:40.582916] [INFO ] [main      ] Fetching symbol history for NMRA...
[2025-12-03T21:01:40.582971] [DEBUG] [REMOTE    ] NMRA: Fetching historical data.
[2025-12-03T21:01:40.583651] [INFO ] [main      ] Progress: 304/965 forecasts completed (31.5%). SFNC finished in 0.6s. ETA: 1m 51s. Rate: 357.37 forecasts/min
[2025-12-03T21:01:40.584220] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 5 features, N/A% accuracy
[2025-12-03T21:01:40.584274] [INFO ] [LOCAL     ] BSVO: Loaded 5 optimal features with 56.58% confidence from JSON config
[2025-12-03T21:01:40.584306] [DEBUG] [MAG       ] Building data for symbol: BSVO with lookback: 0
[2025-12-03T21:01:40.585122] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:40.585215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:40.586965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:40.587464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:40.588192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:40.589240] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:40.590815] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:40.594600] [DEBUG] [REMOTE    ] NMRA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:40.604818] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 5 features, N/A% accuracy
[2025-12-03T21:01:40.604898] [INFO ] [LOCAL     ] NMRA: Loaded 5 optimal features with 49.76% confidence from JSON config
[2025-12-03T21:01:40.604932] [DEBUG] [MAG       ] Building data for symbol: NMRA with lookback: 0
[2025-12-03T21:01:40.605896] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:40.605957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:40.607691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:40.608231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:40.625707] [INFO ] [LOCAL     ] PSCE: Saved forecast.
[2025-12-03T21:01:40.625777] [INFO ] [main      ] PSCE: Signal=1 (Conf=90.0%), Magnitude=3.22% (Conf=59.1306%)
[2025-12-03T21:01:40.626213] [INFO ] [main      ] Fetching symbol history for NVDL...
[2025-12-03T21:01:40.626266] [DEBUG] [REMOTE    ] NVDL: Fetching historical data.
[2025-12-03T21:01:40.626670] [INFO ] [main      ] Progress: 305/965 forecasts completed (31.6%). PSCE finished in 0.6s. ETA: 1m 51s. Rate: 358.24 forecasts/min
[2025-12-03T21:01:40.626916] [DEBUG] [MAG       ] NNI: Last date is validated at 2025-12-03
[2025-12-03T21:01:40.638184] [DEBUG] [REMOTE    ] NVDL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:40.639090] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 11 features, N/A% accuracy
[2025-12-03T21:01:40.639141] [INFO ] [LOCAL     ] NVDL: Loaded 11 optimal features with 55.66% confidence from JSON config
[2025-12-03T21:01:40.639172] [DEBUG] [MAG       ] Building data for symbol: NVDL with lookback: 0
[2025-12-03T21:01:40.639972] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:01:40.640353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:40.645086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:40.646845] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:40.647302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:40.647746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:40.684424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:40.685825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:40.687448] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:40.759311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:40.761289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:40.762301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:40.762986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:40.763685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:40.781485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:40.783124] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:40.795070] [DEBUG] [MAG       ] NNI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:40.896419] [INFO ] [LOCAL     ] NNI: Saved forecast.
[2025-12-03T21:01:40.896484] [INFO ] [main      ] NNI: Signal=1 (Conf=90.0%), Magnitude=-0.99% (Conf=59.3173%)
[2025-12-03T21:01:40.896854] [INFO ] [main      ] Fetching symbol history for CLCO...
[2025-12-03T21:01:40.896904] [DEBUG] [REMOTE    ] CLCO: Fetching historical data.
[2025-12-03T21:01:40.897652] [INFO ] [main      ] Progress: 306/965 forecasts completed (31.7%). NNI finished in 0.6s. ETA: 1m 51s. Rate: 357.52 forecasts/min
[2025-12-03T21:01:40.907907] [DEBUG] [REMOTE    ] CLCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:40.908972] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 1 features, N/A% accuracy
[2025-12-03T21:01:40.909023] [INFO ] [LOCAL     ] CLCO: Loaded 1 optimal features with 22.57% confidence from JSON config
[2025-12-03T21:01:40.909054] [DEBUG] [MAG       ] Building data for symbol: CLCO with lookback: 0
[2025-12-03T21:01:40.909831] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:40.909886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:40.910551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:40.939908] [DEBUG] [MAG       ] BSVO: Last date is validated at 2025-12-03
[2025-12-03T21:01:41.026997] [DEBUG] [MAG       ] NMRA: Last date is validated at 2025-12-03
[2025-12-03T21:01:41.109638] [DEBUG] [MAG       ] BSVO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:41.118430] [DEBUG] [MAG       ] NVDL: Last date is validated at 2025-12-03
[2025-12-03T21:01:41.176547] [INFO ] [LOCAL     ] BSVO: Saved forecast.
[2025-12-03T21:01:41.176633] [INFO ] [main      ] BSVO: Signal=1 (Conf=90.0%), Magnitude=-0.23% (Conf=56.5804%)
[2025-12-03T21:01:41.176792] [INFO ] [main      ] Fetching symbol history for QMCO...
[2025-12-03T21:01:41.176834] [DEBUG] [REMOTE    ] QMCO: Fetching historical data.
[2025-12-03T21:01:41.177945] [INFO ] [main      ] Progress: 307/965 forecasts completed (31.8%). BSVO finished in 0.6s. ETA: 1m 51s. Rate: 356.74 forecasts/min
[2025-12-03T21:01:41.189682] [DEBUG] [REMOTE    ] QMCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:41.190550] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 7 features, N/A% accuracy
[2025-12-03T21:01:41.190629] [INFO ] [LOCAL     ] QMCO: Loaded 7 optimal features with 46.15% confidence from JSON config
[2025-12-03T21:01:41.190663] [DEBUG] [MAG       ] Building data for symbol: QMCO with lookback: 0
[2025-12-03T21:01:41.191460] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:41.191523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:41.193085] [DEBUG] [MAG       ] NMRA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:41.196543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:41.198433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:41.199006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:41.199413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:41.240494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:41.243065] [DEBUG] [MAG       ] CLCO: Last date is validated at 2025-12-03
[2025-12-03T21:01:41.245085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:41.246822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:41.269797] [INFO ] [LOCAL     ] NMRA: Saved forecast.
[2025-12-03T21:01:41.269876] [INFO ] [main      ] NMRA: Signal=1 (Conf=90.0%), Magnitude=-11.71% (Conf=49.7621%)
[2025-12-03T21:01:41.270268] [INFO ] [main      ] Fetching symbol history for BNTX...
[2025-12-03T21:01:41.270328] [DEBUG] [REMOTE    ] BNTX: Fetching historical data.
[2025-12-03T21:01:41.270668] [INFO ] [main      ] Progress: 308/965 forecasts completed (31.9%). NMRA finished in 0.7s. ETA: 1m 50s. Rate: 357.26 forecasts/min
[2025-12-03T21:01:41.282107] [DEBUG] [REMOTE    ] BNTX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:41.283210] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, N/A% accuracy
[2025-12-03T21:01:41.283262] [INFO ] [LOCAL     ] BNTX: Loaded 2 optimal features with 50.49% confidence from JSON config
[2025-12-03T21:01:41.283293] [DEBUG] [MAG       ] Building data for symbol: BNTX with lookback: 0
[2025-12-03T21:01:41.284097] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:41.284156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:41.289061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:41.290322] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:41.311870] [DEBUG] [MAG       ] NVDL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:41.410013] [DEBUG] [MAG       ] CLCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:41.449962] [INFO ] [LOCAL     ] NVDL: Saved forecast.
[2025-12-03T21:01:41.450029] [INFO ] [main      ] NVDL: Signal=1 (Conf=90.0%), Magnitude=-5.09% (Conf=55.6602%)
[2025-12-03T21:01:41.450463] [INFO ] [main      ] Fetching symbol history for WY...
[2025-12-03T21:01:41.450516] [DEBUG] [REMOTE    ] WY: Fetching historical data.
[2025-12-03T21:01:41.450655] [INFO ] [main      ] Progress: 309/965 forecasts completed (32.0%). NVDL finished in 0.8s. ETA: 1m 50s. Rate: 357.18 forecasts/min
[2025-12-03T21:01:41.461847] [DEBUG] [REMOTE    ] WY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:41.462993] [DEBUG] [LOCAL     ] Loaded configuration for WY: 2 features, N/A% accuracy
[2025-12-03T21:01:41.463048] [INFO ] [LOCAL     ] WY: Loaded 2 optimal features with 59.73% confidence from JSON config
[2025-12-03T21:01:41.463081] [DEBUG] [MAG       ] Building data for symbol: WY with lookback: 0
[2025-12-03T21:01:41.463901] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:41.463961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:41.466382] [INFO ] [LOCAL     ] CLCO: Saved forecast.
[2025-12-03T21:01:41.466448] [INFO ] [main      ] CLCO: Signal=1 (Conf=90.0%), Magnitude=0.33% (Conf=22.5727%)
[2025-12-03T21:01:41.466832] [INFO ] [main      ] Progress: 310/965 forecasts completed (32.1%). CLCO finished in 0.6s. ETA: 1m 50s. Rate: 358.22 forecasts/min
[2025-12-03T21:01:41.466955] [INFO ] [main      ] Fetching symbol history for PPL...
[2025-12-03T21:01:41.467001] [DEBUG] [REMOTE    ] PPL: Fetching historical data.
[2025-12-03T21:01:41.469117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:41.470727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:41.478683] [DEBUG] [REMOTE    ] PPL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:41.479844] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 8 features, N/A% accuracy
[2025-12-03T21:01:41.483170] [INFO ] [LOCAL     ] PPL: Loaded 8 optimal features with 51.15% confidence from JSON config
[2025-12-03T21:01:41.483207] [DEBUG] [MAG       ] Building data for symbol: PPL with lookback: 0
[2025-12-03T21:01:41.484004] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:41.484067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:41.489279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:41.491297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:41.491782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:41.492155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:41.493019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:41.495330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:41.600314] [DEBUG] [MAG       ] QMCO: Last date is validated at 2025-12-03
[2025-12-03T21:01:41.603014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:41.604210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:41.630341] [DEBUG] [MAG       ] BNTX: Last date is validated at 2025-12-03
[2025-12-03T21:01:41.766955] [DEBUG] [MAG       ] QMCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:41.800268] [DEBUG] [MAG       ] BNTX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:41.814979] [DEBUG] [MAG       ] WY: Last date is validated at 2025-12-03
[2025-12-03T21:01:41.897197] [INFO ] [LOCAL     ] QMCO: Saved forecast.
[2025-12-03T21:01:41.897264] [INFO ] [main      ] QMCO: Signal=1 (Conf=90.0%), Magnitude=-14.56% (Conf=46.1498%)
[2025-12-03T21:01:41.897419] [INFO ] [main      ] Fetching symbol history for BOTZ...
[2025-12-03T21:01:41.897461] [DEBUG] [REMOTE    ] BOTZ: Fetching historical data.
[2025-12-03T21:01:41.897854] [INFO ] [main      ] Progress: 311/965 forecasts completed (32.2%). QMCO finished in 0.7s. ETA: 1m 50s. Rate: 356.42 forecasts/min
[2025-12-03T21:01:41.908832] [DEBUG] [REMOTE    ] BOTZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:41.909684] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, N/A% accuracy
[2025-12-03T21:01:41.909735] [INFO ] [LOCAL     ] BOTZ: Loaded 4 optimal features with 66.69% confidence from JSON config
[2025-12-03T21:01:41.909766] [DEBUG] [MAG       ] Building data for symbol: BOTZ with lookback: 0
[2025-12-03T21:01:41.910518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:41.910598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:41.912246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:41.912759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:41.913140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:41.914492] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:41.923559] [INFO ] [LOCAL     ] BNTX: Saved forecast.
[2025-12-03T21:01:41.923643] [INFO ] [main      ] BNTX: Signal=1 (Conf=90.0%), Magnitude=-1.55% (Conf=50.4893%)
[2025-12-03T21:01:41.923798] [INFO ] [main      ] Fetching symbol history for JCI...
[2025-12-03T21:01:41.923840] [DEBUG] [REMOTE    ] JCI: Fetching historical data.
[2025-12-03T21:01:41.926632] [INFO ] [main      ] Progress: 312/965 forecasts completed (32.3%). BNTX finished in 0.7s. ETA: 1m 50s. Rate: 357.37 forecasts/min
[2025-12-03T21:01:41.935343] [DEBUG] [REMOTE    ] JCI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:41.936410] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 6 features, N/A% accuracy
[2025-12-03T21:01:41.936460] [INFO ] [LOCAL     ] JCI: Loaded 6 optimal features with 57.44% confidence from JSON config
[2025-12-03T21:01:41.936490] [DEBUG] [MAG       ] Building data for symbol: JCI with lookback: 0
[2025-12-03T21:01:41.937269] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:41.937329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:41.938776] [DEBUG] [MAG       ] PPL: Last date is validated at 2025-12-03
[2025-12-03T21:01:41.942104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:41.943864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:41.944338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:41.946676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:41.987737] [DEBUG] [MAG       ] WY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:41.988360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:41.989983] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:42.056344] [INFO ] [LOCAL     ] WY: Saved forecast.
[2025-12-03T21:01:42.056421] [INFO ] [main      ] WY: Signal=1 (Conf=90.0%), Magnitude=2.52% (Conf=59.7288%)
[2025-12-03T21:01:42.056803] [INFO ] [main      ] Fetching symbol history for JPEF...
[2025-12-03T21:01:42.056856] [DEBUG] [REMOTE    ] JPEF: Fetching historical data.
[2025-12-03T21:01:42.057624] [INFO ] [main      ] Progress: 313/965 forecasts completed (32.4%). WY finished in 0.6s. ETA: 1m 49s. Rate: 357.62 forecasts/min
[2025-12-03T21:01:42.068171] [DEBUG] [REMOTE    ] JPEF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:42.069291] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 6 features, N/A% accuracy
[2025-12-03T21:01:42.069346] [INFO ] [LOCAL     ] JPEF: Loaded 6 optimal features with 66.15% confidence from JSON config
[2025-12-03T21:01:42.069378] [DEBUG] [MAG       ] Building data for symbol: JPEF with lookback: 0
[2025-12-03T21:01:42.070182] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:42.070246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:42.072040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:42.072607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:42.073004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:42.073791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:42.105306] [DEBUG] [MAG       ] PPL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:42.114759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:42.115665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:42.178541] [INFO ] [LOCAL     ] PPL: Saved forecast.
[2025-12-03T21:01:42.178625] [INFO ] [main      ] PPL: Signal=1 (Conf=90.0%), Magnitude=-1.03% (Conf=51.1453%)
[2025-12-03T21:01:42.178986] [INFO ] [main      ] Progress: 314/965 forecasts completed (32.5%). PPL finished in 0.7s. ETA: 1m 49s. Rate: 357.94 forecasts/min
[2025-12-03T21:01:42.179114] [INFO ] [main      ] Fetching symbol history for MMLP...
[2025-12-03T21:01:42.179157] [DEBUG] [REMOTE    ] MMLP: Fetching historical data.
[2025-12-03T21:01:42.189690] [DEBUG] [REMOTE    ] MMLP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:42.190741] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, N/A% accuracy
[2025-12-03T21:01:42.190794] [INFO ] [LOCAL     ] MMLP: Loaded 2 optimal features with 52.79% confidence from JSON config
[2025-12-03T21:01:42.190824] [DEBUG] [MAG       ] Building data for symbol: MMLP with lookback: 0
[2025-12-03T21:01:42.191620] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:42.191688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:42.192512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:42.193784] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:42.247633] [DEBUG] [MAG       ] BOTZ: Last date is validated at 2025-12-03
[2025-12-03T21:01:42.340242] [DEBUG] [MAG       ] JCI: Last date is validated at 2025-12-03
[2025-12-03T21:01:42.418418] [DEBUG] [MAG       ] BOTZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:42.457945] [DEBUG] [MAG       ] JPEF: Last date is validated at 2025-12-03
[2025-12-03T21:01:42.494601] [INFO ] [LOCAL     ] BOTZ: Saved forecast.
[2025-12-03T21:01:42.494669] [INFO ] [main      ] BOTZ: Signal=1 (Conf=90.0%), Magnitude=1.04% (Conf=66.6938%)
[2025-12-03T21:01:42.494829] [INFO ] [main      ] Fetching symbol history for APLE...
[2025-12-03T21:01:42.494871] [DEBUG] [REMOTE    ] APLE: Fetching historical data.
[2025-12-03T21:01:42.495853] [INFO ] [main      ] Progress: 315/965 forecasts completed (32.6%). BOTZ finished in 0.6s. ETA: 1m 49s. Rate: 356.93 forecasts/min
[2025-12-03T21:01:42.506640] [DEBUG] [REMOTE    ] APLE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:42.507827] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 6 features, N/A% accuracy
[2025-12-03T21:01:42.507880] [INFO ] [LOCAL     ] APLE: Loaded 6 optimal features with 45.07% confidence from JSON config
[2025-12-03T21:01:42.507911] [DEBUG] [MAG       ] Building data for symbol: APLE with lookback: 0
[2025-12-03T21:01:42.508777] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:42.508841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:42.510611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:42.511001] [DEBUG] [MAG       ] JCI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:42.511150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:42.511660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:42.512083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:42.512895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:42.517612] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:42.526973] [DEBUG] [MAG       ] MMLP: Last date is validated at 2025-12-03
[2025-12-03T21:01:42.615284] [INFO ] [LOCAL     ] JCI: Saved forecast.
[2025-12-03T21:01:42.615348] [INFO ] [main      ] JCI: Signal=1 (Conf=90.0%), Magnitude=1.37% (Conf=57.4358%)
[2025-12-03T21:01:42.615692] [INFO ] [main      ] Fetching symbol history for PLPC...
[2025-12-03T21:01:42.615740] [DEBUG] [REMOTE    ] PLPC: Fetching historical data.
[2025-12-03T21:01:42.616663] [INFO ] [main      ] Progress: 316/965 forecasts completed (32.7%). JCI finished in 0.7s. ETA: 1m 49s. Rate: 357.24 forecasts/min
[2025-12-03T21:01:42.626764] [DEBUG] [REMOTE    ] PLPC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:42.627641] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 4 features, N/A% accuracy
[2025-12-03T21:01:42.627697] [INFO ] [LOCAL     ] PLPC: Loaded 4 optimal features with 48.35% confidence from JSON config
[2025-12-03T21:01:42.627728] [DEBUG] [MAG       ] Building data for symbol: PLPC with lookback: 0
[2025-12-03T21:01:42.628502] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:42.628559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:42.628979] [DEBUG] [MAG       ] JPEF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:42.633632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:42.635454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:42.635951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:42.636388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:42.694410] [DEBUG] [MAG       ] MMLP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:42.707733] [INFO ] [LOCAL     ] JPEF: Saved forecast.
[2025-12-03T21:01:42.707807] [INFO ] [main      ] JPEF: Signal=1 (Conf=90.0%), Magnitude=-0.38% (Conf=66.153%)
[2025-12-03T21:01:42.708251] [INFO ] [main      ] Fetching symbol history for DCOM...
[2025-12-03T21:01:42.708302] [DEBUG] [REMOTE    ] DCOM: Fetching historical data.
[2025-12-03T21:01:42.708654] [INFO ] [main      ] Progress: 317/965 forecasts completed (32.8%). JPEF finished in 0.7s. ETA: 1m 49s. Rate: 357.76 forecasts/min
[2025-12-03T21:01:42.720286] [DEBUG] [REMOTE    ] DCOM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:42.721243] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 3 features, N/A% accuracy
[2025-12-03T21:01:42.721293] [INFO ] [LOCAL     ] DCOM: Loaded 3 optimal features with 63.89% confidence from JSON config
[2025-12-03T21:01:42.721323] [DEBUG] [MAG       ] Building data for symbol: DCOM with lookback: 0
[2025-12-03T21:01:42.722107] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:42.722164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:42.723836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:42.724327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:42.727106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:42.747086] [INFO ] [LOCAL     ] MMLP: Saved forecast.
[2025-12-03T21:01:42.747151] [INFO ] [main      ] MMLP: Signal=1 (Conf=90.0%), Magnitude=-0.14% (Conf=52.7941%)
[2025-12-03T21:01:42.747518] [INFO ] [main      ] Progress: 318/965 forecasts completed (33.0%). MMLP finished in 0.6s. ETA: 1m 48s. Rate: 358.62 forecasts/min
[2025-12-03T21:01:42.747647] [INFO ] [main      ] Fetching symbol history for UNP...
[2025-12-03T21:01:42.747691] [DEBUG] [REMOTE    ] UNP: Fetching historical data.
[2025-12-03T21:01:42.759154] [DEBUG] [REMOTE    ] UNP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:42.760111] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 9 features, N/A% accuracy
[2025-12-03T21:01:42.760161] [INFO ] [LOCAL     ] UNP: Loaded 9 optimal features with 69.86% confidence from JSON config
[2025-12-03T21:01:42.760192] [DEBUG] [MAG       ] Building data for symbol: UNP with lookback: 0
[2025-12-03T21:01:42.760977] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:42.761041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:42.765677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:42.767369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:42.767837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:42.768420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:42.768824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:42.771133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:42.772291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:42.774831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:42.776090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:42.875333] [DEBUG] [MAG       ] APLE: Last date is validated at 2025-12-03
[2025-12-03T21:01:42.980340] [DEBUG] [MAG       ] PLPC: Last date is validated at 2025-12-03
[2025-12-03T21:01:43.041855] [DEBUG] [MAG       ] APLE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:43.062747] [DEBUG] [MAG       ] DCOM: Last date is validated at 2025-12-03
[2025-12-03T21:01:43.102417] [INFO ] [LOCAL     ] APLE: Saved forecast.
[2025-12-03T21:01:43.102487] [INFO ] [main      ] APLE: Signal=1 (Conf=90.0%), Magnitude=1.24% (Conf=45.0714%)
[2025-12-03T21:01:43.102658] [INFO ] [main      ] Fetching symbol history for BIAF...
[2025-12-03T21:01:43.102701] [DEBUG] [REMOTE    ] BIAF: Fetching historical data.
[2025-12-03T21:01:43.104778] [INFO ] [main      ] Progress: 319/965 forecasts completed (33.1%). APLE finished in 0.6s. ETA: 1m 48s. Rate: 357.35 forecasts/min
[2025-12-03T21:01:43.107136] [DEBUG] [MAG       ] UNP: Last date is validated at 2025-12-03
[2025-12-03T21:01:43.113240] [DEBUG] [REMOTE    ] BIAF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:43.114403] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 6 features, N/A% accuracy
[2025-12-03T21:01:43.114453] [INFO ] [LOCAL     ] BIAF: Loaded 6 optimal features with 49.21% confidence from JSON config
[2025-12-03T21:01:43.114484] [DEBUG] [MAG       ] Building data for symbol: BIAF with lookback: 0
[2025-12-03T21:01:43.115284] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:43.115343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:43.117009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:43.117507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:43.117969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:43.118391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:43.148425] [DEBUG] [MAG       ] PLPC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:43.225493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:43.227461] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:43.228114] [DEBUG] [MAG       ] DCOM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:43.269319] [INFO ] [LOCAL     ] PLPC: Saved forecast.
[2025-12-03T21:01:43.269385] [INFO ] [main      ] PLPC: Signal=1 (Conf=90.0%), Magnitude=5.21% (Conf=48.3497%)
[2025-12-03T21:01:43.269774] [INFO ] [main      ] Fetching symbol history for WNEB...
[2025-12-03T21:01:43.269828] [DEBUG] [REMOTE    ] WNEB: Fetching historical data.
[2025-12-03T21:01:43.269798] [INFO ] [main      ] Progress: 320/965 forecasts completed (33.2%). PLPC finished in 0.7s. ETA: 1m 48s. Rate: 357.37 forecasts/min
[2025-12-03T21:01:43.272392] [DEBUG] [MAG       ] UNP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:43.280968] [DEBUG] [REMOTE    ] WNEB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:43.282440] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 4 features, N/A% accuracy
[2025-12-03T21:01:43.282493] [INFO ] [LOCAL     ] WNEB: Loaded 4 optimal features with 43.15% confidence from JSON config
[2025-12-03T21:01:43.282525] [DEBUG] [MAG       ] Building data for symbol: WNEB with lookback: 0
[2025-12-03T21:01:43.283477] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:43.283538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:43.285242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:43.285759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:43.286201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:43.287007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:43.307548] [INFO ] [LOCAL     ] DCOM: Saved forecast.
[2025-12-03T21:01:43.307633] [INFO ] [main      ] DCOM: Signal=1 (Conf=90.0%), Magnitude=0.68% (Conf=63.8913%)
[2025-12-03T21:01:43.308012] [INFO ] [main      ] Progress: 321/965 forecasts completed (33.3%). DCOM finished in 0.6s. ETA: 1m 48s. Rate: 358.23 forecasts/min
[2025-12-03T21:01:43.308227] [INFO ] [main      ] Fetching symbol history for SSNC...
[2025-12-03T21:01:43.308272] [DEBUG] [REMOTE    ] SSNC: Fetching historical data.
[2025-12-03T21:01:43.319784] [DEBUG] [REMOTE    ] SSNC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:43.320959] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 8 features, N/A% accuracy
[2025-12-03T21:01:43.321017] [INFO ] [LOCAL     ] SSNC: Loaded 8 optimal features with 55.50% confidence from JSON config
[2025-12-03T21:01:43.321048] [DEBUG] [MAG       ] Building data for symbol: SSNC with lookback: 0
[2025-12-03T21:01:43.321896] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:43.321958] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:43.327065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:43.328193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:43.330787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:43.332650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:43.333759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:43.334462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:43.335161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:43.336524] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:43.401367] [INFO ] [LOCAL     ] UNP: Saved forecast.
[2025-12-03T21:01:43.401430] [INFO ] [main      ] UNP: Signal=1 (Conf=90.0%), Magnitude=1.43% (Conf=69.8631%)
[2025-12-03T21:01:43.401861] [INFO ] [main      ] Fetching symbol history for HELE...
[2025-12-03T21:01:43.401911] [DEBUG] [REMOTE    ] HELE: Fetching historical data.
[2025-12-03T21:01:43.402683] [INFO ] [main      ] Progress: 322/965 forecasts completed (33.4%). UNP finished in 0.7s. ETA: 1m 48s. Rate: 358.72 forecasts/min
[2025-12-03T21:01:43.413106] [DEBUG] [REMOTE    ] HELE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:43.414213] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 3 features, N/A% accuracy
[2025-12-03T21:01:43.414264] [INFO ] [LOCAL     ] HELE: Loaded 3 optimal features with 55.36% confidence from JSON config
[2025-12-03T21:01:43.414294] [DEBUG] [MAG       ] Building data for symbol: HELE with lookback: 0
[2025-12-03T21:01:43.415179] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:43.415236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:43.419933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:43.493805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:43.495119] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:43.580397] [DEBUG] [MAG       ] BIAF: Last date is validated at 2025-12-03
[2025-12-03T21:01:43.634291] [DEBUG] [MAG       ] WNEB: Last date is validated at 2025-12-03
[2025-12-03T21:01:43.684011] [DEBUG] [MAG       ] SSNC: Last date is validated at 2025-12-03
[2025-12-03T21:01:43.756833] [DEBUG] [MAG       ] BIAF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:43.814835] [DEBUG] [MAG       ] WNEB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:43.827510] [DEBUG] [MAG       ] HELE: Last date is validated at 2025-12-03
[2025-12-03T21:01:43.848298] [DEBUG] [MAG       ] SSNC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:43.870954] [INFO ] [LOCAL     ] BIAF: Saved forecast.
[2025-12-03T21:01:43.871032] [INFO ] [main      ] BIAF: Signal=1 (Conf=90.0%), Magnitude=-26.31% (Conf=49.213%)
[2025-12-03T21:01:43.871199] [INFO ] [main      ] Fetching symbol history for WB...
[2025-12-03T21:01:43.871241] [DEBUG] [REMOTE    ] WB: Fetching historical data.
[2025-12-03T21:01:43.872672] [INFO ] [main      ] Progress: 323/965 forecasts completed (33.5%). BIAF finished in 0.8s. ETA: 1m 48s. Rate: 356.72 forecasts/min
[2025-12-03T21:01:43.874796] [INFO ] [LOCAL     ] WNEB: Saved forecast.
[2025-12-03T21:01:43.874874] [INFO ] [main      ] WNEB: Signal=1 (Conf=90.0%), Magnitude=-0.00% (Conf=43.1452%)
[2025-12-03T21:01:43.875216] [INFO ] [main      ] Fetching symbol history for VBF...
[2025-12-03T21:01:43.875264] [DEBUG] [REMOTE    ] VBF: Fetching historical data.
[2025-12-03T21:01:43.875538] [INFO ] [main      ] Progress: 324/965 forecasts completed (33.6%). WNEB finished in 0.6s. ETA: 1m 47s. Rate: 357.80 forecasts/min
[2025-12-03T21:01:43.884618] [DEBUG] [REMOTE    ] WB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:43.885390] [DEBUG] [LOCAL     ] Loaded configuration for WB: 5 features, N/A% accuracy
[2025-12-03T21:01:43.885439] [INFO ] [LOCAL     ] WB: Loaded 5 optimal features with 61.34% confidence from JSON config
[2025-12-03T21:01:43.885468] [DEBUG] [MAG       ] Building data for symbol: WB with lookback: 0
[2025-12-03T21:01:43.886259] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:43.886319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:43.886882] [DEBUG] [REMOTE    ] VBF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:43.887689] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 6 features, N/A% accuracy
[2025-12-03T21:01:43.887748] [INFO ] [LOCAL     ] VBF: Loaded 6 optimal features with 50.94% confidence from JSON config
[2025-12-03T21:01:43.887779] [DEBUG] [MAG       ] Building data for symbol: VBF with lookback: 0
[2025-12-03T21:01:43.888105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:43.888625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:43.888702] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:43.888765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:43.889534] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:43.891071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:43.892193] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:43.893647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:43.933212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:43.943488] [INFO ] [LOCAL     ] SSNC: Saved forecast.
[2025-12-03T21:01:43.943553] [INFO ] [main      ] SSNC: Signal=1 (Conf=90.0%), Magnitude=1.87% (Conf=55.4964%)
[2025-12-03T21:01:43.943959] [INFO ] [main      ] Progress: 325/965 forecasts completed (33.7%). SSNC finished in 0.6s. ETA: 1m 47s. Rate: 358.45 forecasts/min
[2025-12-03T21:01:43.944107] [INFO ] [main      ] Fetching symbol history for ASML...
[2025-12-03T21:01:43.944155] [DEBUG] [REMOTE    ] ASML: Fetching historical data.
[2025-12-03T21:01:43.955619] [DEBUG] [REMOTE    ] ASML: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:43.956643] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 4 features, N/A% accuracy
[2025-12-03T21:01:43.956694] [INFO ] [LOCAL     ] ASML: Loaded 4 optimal features with 48.39% confidence from JSON config
[2025-12-03T21:01:43.956723] [DEBUG] [MAG       ] Building data for symbol: ASML with lookback: 0
[2025-12-03T21:01:43.957518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:43.957606] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:43.962467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:43.980896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:43.993710] [DEBUG] [MAG       ] HELE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:44.057277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:44.059402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:44.060175] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:44.070341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:44.073310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:44.074424] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:44.091021] [INFO ] [LOCAL     ] HELE: Saved forecast.
[2025-12-03T21:01:44.091091] [INFO ] [main      ] HELE: Signal=1 (Conf=90.0%), Magnitude=5.36% (Conf=55.3642%)
[2025-12-03T21:01:44.091420] [INFO ] [main      ] Fetching symbol history for BLZE...
[2025-12-03T21:01:44.091470] [DEBUG] [REMOTE    ] BLZE: Fetching historical data.
[2025-12-03T21:01:44.092646] [INFO ] [main      ] Progress: 326/965 forecasts completed (33.8%). HELE finished in 0.7s. ETA: 1m 47s. Rate: 358.58 forecasts/min
[2025-12-03T21:01:44.102441] [DEBUG] [REMOTE    ] BLZE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:44.103461] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 4 features, N/A% accuracy
[2025-12-03T21:01:44.103511] [INFO ] [LOCAL     ] BLZE: Loaded 4 optimal features with 51.72% confidence from JSON config
[2025-12-03T21:01:44.103541] [DEBUG] [MAG       ] Building data for symbol: BLZE with lookback: 0
[2025-12-03T21:01:44.104298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:44.104355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:44.109032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:44.109741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:44.110395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:44.115714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:44.245444] [DEBUG] [MAG       ] WB: Last date is validated at 2025-12-03
[2025-12-03T21:01:44.410282] [DEBUG] [MAG       ] ASML: Last date is validated at 2025-12-03
[2025-12-03T21:01:44.421286] [DEBUG] [MAG       ] VBF: Last date is validated at 2025-12-03
[2025-12-03T21:01:44.422739] [DEBUG] [MAG       ] WB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:44.448060] [DEBUG] [MAG       ] BLZE: Last date is validated at 2025-12-03
[2025-12-03T21:01:44.555736] [INFO ] [LOCAL     ] WB: Saved forecast.
[2025-12-03T21:01:44.555801] [INFO ] [main      ] WB: Signal=1 (Conf=90.0%), Magnitude=2.83% (Conf=61.3405%)
[2025-12-03T21:01:44.556128] [INFO ] [main      ] Fetching symbol history for TBI...
[2025-12-03T21:01:44.556176] [DEBUG] [REMOTE    ] TBI: Fetching historical data.
[2025-12-03T21:01:44.556666] [INFO ] [main      ] Progress: 327/965 forecasts completed (33.9%). WB finished in 0.7s. ETA: 1m 47s. Rate: 356.64 forecasts/min
[2025-12-03T21:01:44.567567] [DEBUG] [REMOTE    ] TBI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:44.568760] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 0 features, N/A% accuracy
[2025-12-03T21:01:44.568814] [INFO ] [LOCAL     ] TBI: Loaded 0 optimal features with 56.92% confidence from JSON config
[2025-12-03T21:01:44.568844] [DEBUG] [MAG       ] Building data for symbol: TBI with lookback: 0
[2025-12-03T21:01:44.569702] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:01:44.576384] [DEBUG] [MAG       ] ASML: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:44.601457] [DEBUG] [MAG       ] VBF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:44.615249] [DEBUG] [MAG       ] BLZE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:44.663836] [INFO ] [LOCAL     ] VBF: Saved forecast.
[2025-12-03T21:01:44.663905] [INFO ] [main      ] VBF: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=50.9413%)
[2025-12-03T21:01:44.664285] [INFO ] [main      ] Fetching symbol history for HPQ...
[2025-12-03T21:01:44.664339] [DEBUG] [REMOTE    ] HPQ: Fetching historical data.
[2025-12-03T21:01:44.664304] [INFO ] [main      ] Progress: 328/965 forecasts completed (34.0%). VBF finished in 0.8s. ETA: 1m 47s. Rate: 357.04 forecasts/min
[2025-12-03T21:01:44.676040] [DEBUG] [REMOTE    ] HPQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:44.676924] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 1 features, N/A% accuracy
[2025-12-03T21:01:44.676975] [INFO ] [LOCAL     ] HPQ: Loaded 1 optimal features with 48.77% confidence from JSON config
[2025-12-03T21:01:44.677009] [DEBUG] [MAG       ] Building data for symbol: HPQ with lookback: 0
[2025-12-03T21:01:44.677798] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:44.677856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:44.683330] [INFO ] [LOCAL     ] BLZE: Saved forecast.
[2025-12-03T21:01:44.683394] [INFO ] [main      ] BLZE: Signal=1 (Conf=90.0%), Magnitude=9.07% (Conf=51.7215%)
[2025-12-03T21:01:44.683814] [INFO ] [main      ] Fetching symbol history for NCLH...
[2025-12-03T21:01:44.683822] [INFO ] [main      ] Progress: 329/965 forecasts completed (34.1%). BLZE finished in 0.6s. ETA: 1m 47s. Rate: 358.00 forecasts/min
[2025-12-03T21:01:44.683866] [DEBUG] [REMOTE    ] NCLH: Fetching historical data.
[2025-12-03T21:01:44.694961] [DEBUG] [REMOTE    ] NCLH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:44.695828] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 10 features, N/A% accuracy
[2025-12-03T21:01:44.695890] [INFO ] [LOCAL     ] NCLH: Loaded 10 optimal features with 46.17% confidence from JSON config
[2025-12-03T21:01:44.695921] [DEBUG] [MAG       ] Building data for symbol: NCLH with lookback: 0
[2025-12-03T21:01:44.696688] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:44.696749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:44.698401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:44.698902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:44.699280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:44.700033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:44.700715] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:44.701135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:44.702140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:44.703865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:44.704847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:44.705477] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:44.721980] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:44.748746] [INFO ] [LOCAL     ] ASML: Saved forecast.
[2025-12-03T21:01:44.748812] [INFO ] [main      ] ASML: Signal=1 (Conf=90.0%), Magnitude=-0.42% (Conf=48.3918%)
[2025-12-03T21:01:44.749149] [INFO ] [main      ] Fetching symbol history for SENEA...
[2025-12-03T21:01:44.749198] [DEBUG] [REMOTE    ] SENEA: Fetching historical data.
[2025-12-03T21:01:44.750085] [INFO ] [main      ] Progress: 330/965 forecasts completed (34.2%). ASML finished in 0.8s. ETA: 1m 46s. Rate: 358.65 forecasts/min
[2025-12-03T21:01:44.761067] [DEBUG] [REMOTE    ] SENEA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:44.762175] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, N/A% accuracy
[2025-12-03T21:01:44.762227] [INFO ] [LOCAL     ] SENEA: Loaded 1 optimal features with 47.06% confidence from JSON config
[2025-12-03T21:01:44.762257] [DEBUG] [MAG       ] Building data for symbol: SENEA with lookback: 0
[2025-12-03T21:01:44.763063] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:44.763119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:44.767822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:44.916217] [DEBUG] [MAG       ] TBI: Last date is validated at 2025-12-03
[2025-12-03T21:01:45.036290] [DEBUG] [MAG       ] NCLH: Last date is validated at 2025-12-03
[2025-12-03T21:01:45.079503] [DEBUG] [MAG       ] HPQ: Last date is validated at 2025-12-03
[2025-12-03T21:01:45.089997] [DEBUG] [MAG       ] TBI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:45.103132] [DEBUG] [MAG       ] SENEA: Last date is validated at 2025-12-03
[2025-12-03T21:01:45.148999] [INFO ] [LOCAL     ] TBI: Saved forecast.
[2025-12-03T21:01:45.149067] [INFO ] [main      ] TBI: Signal=1 (Conf=90.0%), Magnitude=-0.52% (Conf=56.916%)
[2025-12-03T21:01:45.149220] [INFO ] [main      ] Fetching symbol history for SPOK...
[2025-12-03T21:01:45.149261] [DEBUG] [REMOTE    ] SPOK: Fetching historical data.
[2025-12-03T21:01:45.149859] [INFO ] [main      ] Progress: 331/965 forecasts completed (34.3%). TBI finished in 0.6s. ETA: 1m 47s. Rate: 357.16 forecasts/min
[2025-12-03T21:01:45.161840] [DEBUG] [REMOTE    ] SPOK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:45.162707] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 7 features, N/A% accuracy
[2025-12-03T21:01:45.162762] [INFO ] [LOCAL     ] SPOK: Loaded 7 optimal features with 51.15% confidence from JSON config
[2025-12-03T21:01:45.162805] [DEBUG] [MAG       ] Building data for symbol: SPOK with lookback: 0
[2025-12-03T21:01:45.163552] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:45.163635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:45.168369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:45.170129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:45.170929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:45.171676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:45.202274] [DEBUG] [MAG       ] NCLH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:45.254913] [DEBUG] [MAG       ] HPQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:45.278924] [DEBUG] [MAG       ] SENEA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:45.283344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:45.284870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:45.286109] [INFO ] [LOCAL     ] NCLH: Saved forecast.
[2025-12-03T21:01:45.286177] [INFO ] [main      ] NCLH: Signal=1 (Conf=90.0%), Magnitude=3.06% (Conf=46.1699%)
[2025-12-03T21:01:45.286512] [INFO ] [main      ] Fetching symbol history for CPIX...
[2025-12-03T21:01:45.286562] [DEBUG] [REMOTE    ] CPIX: Fetching historical data.
[2025-12-03T21:01:45.286652] [INFO ] [main      ] Progress: 332/965 forecasts completed (34.4%). NCLH finished in 0.6s. ETA: 1m 46s. Rate: 357.36 forecasts/min
[2025-12-03T21:01:45.286989] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:45.297423] [DEBUG] [REMOTE    ] CPIX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:45.298502] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 1 features, N/A% accuracy
[2025-12-03T21:01:45.298552] [INFO ] [LOCAL     ] CPIX: Loaded 1 optimal features with 47.38% confidence from JSON config
[2025-12-03T21:01:45.298600] [DEBUG] [MAG       ] Building data for symbol: CPIX with lookback: 0
[2025-12-03T21:01:45.299363] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:45.299419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:45.300392] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:45.338117] [INFO ] [LOCAL     ] HPQ: Saved forecast.
[2025-12-03T21:01:45.338185] [INFO ] [main      ] HPQ: Signal=1 (Conf=90.0%), Magnitude=-0.51% (Conf=48.7735%)
[2025-12-03T21:01:45.338551] [INFO ] [main      ] Progress: 333/965 forecasts completed (34.5%). HPQ finished in 0.7s. ETA: 1m 46s. Rate: 358.10 forecasts/min
[2025-12-03T21:01:45.338658] [INFO ] [main      ] Fetching symbol history for BROS...
[2025-12-03T21:01:45.338704] [DEBUG] [REMOTE    ] BROS: Fetching historical data.
[2025-12-03T21:01:45.350355] [DEBUG] [REMOTE    ] BROS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:45.351253] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 10 features, N/A% accuracy
[2025-12-03T21:01:45.351310] [INFO ] [LOCAL     ] BROS: Loaded 10 optimal features with 51.07% confidence from JSON config
[2025-12-03T21:01:45.351342] [DEBUG] [MAG       ] Building data for symbol: BROS with lookback: 0
[2025-12-03T21:01:45.352183] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:45.352246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:45.357193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:45.358373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:45.360222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:45.360718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:45.361766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:45.363420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:45.364216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:01:45.364975] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:45.366098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:45.372064] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:45.374928] [INFO ] [LOCAL     ] SENEA: Saved forecast.
[2025-12-03T21:01:45.374999] [INFO ] [main      ] SENEA: Signal=1 (Conf=90.0%), Magnitude=-0.19% (Conf=47.06%)
[2025-12-03T21:01:45.375355] [INFO ] [main      ] Fetching symbol history for HSBC...
[2025-12-03T21:01:45.375405] [DEBUG] [REMOTE    ] HSBC: Fetching historical data.
[2025-12-03T21:01:45.375733] [INFO ] [main      ] Progress: 334/965 forecasts completed (34.6%). SENEA finished in 0.6s. ETA: 1m 45s. Rate: 358.93 forecasts/min
[2025-12-03T21:01:45.386539] [DEBUG] [REMOTE    ] HSBC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:45.387270] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, N/A% accuracy
[2025-12-03T21:01:45.387321] [INFO ] [LOCAL     ] HSBC: Loaded 2 optimal features with 66.30% confidence from JSON config
[2025-12-03T21:01:45.387352] [DEBUG] [MAG       ] Building data for symbol: HSBC with lookback: 0
[2025-12-03T21:01:45.388169] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:45.388227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:45.393006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:45.445440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:45.644339] [DEBUG] [MAG       ] CPIX: Last date is validated at 2025-12-03
[2025-12-03T21:01:45.647234] [DEBUG] [MAG       ] SPOK: Last date is validated at 2025-12-03
[2025-12-03T21:01:45.723432] [DEBUG] [MAG       ] BROS: Last date is validated at 2025-12-03
[2025-12-03T21:01:45.782719] [DEBUG] [MAG       ] HSBC: Last date is validated at 2025-12-03
[2025-12-03T21:01:45.810457] [DEBUG] [MAG       ] CPIX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:45.827077] [DEBUG] [MAG       ] SPOK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:45.872287] [INFO ] [LOCAL     ] CPIX: Saved forecast.
[2025-12-03T21:01:45.872352] [INFO ] [main      ] CPIX: Signal=1 (Conf=90.0%), Magnitude=11.28% (Conf=47.3769%)
[2025-12-03T21:01:45.872728] [INFO ] [main      ] Progress: 335/965 forecasts completed (34.7%). CPIX finished in 0.6s. ETA: 1m 46s. Rate: 356.83 forecasts/min
[2025-12-03T21:01:45.872922] [INFO ] [main      ] Fetching symbol history for NATH...
[2025-12-03T21:01:45.872965] [DEBUG] [REMOTE    ] NATH: Fetching historical data.
[2025-12-03T21:01:45.883504] [DEBUG] [REMOTE    ] NATH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:45.884630] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 3 features, N/A% accuracy
[2025-12-03T21:01:45.884690] [INFO ] [LOCAL     ] NATH: Loaded 3 optimal features with 58.58% confidence from JSON config
[2025-12-03T21:01:45.884721] [DEBUG] [MAG       ] Building data for symbol: NATH with lookback: 0
[2025-12-03T21:01:45.885629] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:45.885686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:45.898238] [DEBUG] [MAG       ] BROS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:45.900527] [INFO ] [LOCAL     ] SPOK: Saved forecast.
[2025-12-03T21:01:45.900609] [INFO ] [main      ] SPOK: Signal=1 (Conf=90.0%), Magnitude=-1.13% (Conf=51.1477%)
[2025-12-03T21:01:45.900765] [INFO ] [main      ] Fetching symbol history for CCNE...
[2025-12-03T21:01:45.900807] [DEBUG] [REMOTE    ] CCNE: Fetching historical data.
[2025-12-03T21:01:45.901839] [INFO ] [main      ] Progress: 336/965 forecasts completed (34.8%). SPOK finished in 0.8s. ETA: 1m 46s. Rate: 357.71 forecasts/min
[2025-12-03T21:01:45.912116] [DEBUG] [REMOTE    ] CCNE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:45.913236] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 3 features, N/A% accuracy
[2025-12-03T21:01:45.913300] [INFO ] [LOCAL     ] CCNE: Loaded 3 optimal features with 54.34% confidence from JSON config
[2025-12-03T21:01:45.913339] [DEBUG] [MAG       ] Building data for symbol: CCNE with lookback: 0
[2025-12-03T21:01:45.914296] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:45.914359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:45.916129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:45.916762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:45.917215] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:45.951768] [DEBUG] [MAG       ] HSBC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:45.992286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:45.993115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:46.024991] [INFO ] [LOCAL     ] BROS: Saved forecast.
[2025-12-03T21:01:46.025060] [INFO ] [main      ] BROS: Signal=1 (Conf=90.0%), Magnitude=0.57% (Conf=51.0686%)
[2025-12-03T21:01:46.025419] [INFO ] [main      ] Fetching symbol history for YSG...
[2025-12-03T21:01:46.025470] [DEBUG] [REMOTE    ] YSG: Fetching historical data.
[2025-12-03T21:01:46.025631] [INFO ] [main      ] Progress: 337/965 forecasts completed (34.9%). BROS finished in 0.7s. ETA: 1m 45s. Rate: 357.99 forecasts/min
[2025-12-03T21:01:46.038212] [DEBUG] [REMOTE    ] YSG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:46.039402] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 10 features, N/A% accuracy
[2025-12-03T21:01:46.039456] [INFO ] [LOCAL     ] YSG: Loaded 10 optimal features with 53.64% confidence from JSON config
[2025-12-03T21:01:46.039487] [DEBUG] [MAG       ] Building data for symbol: YSG with lookback: 0
[2025-12-03T21:01:46.040377] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:46.040442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:46.043567] [INFO ] [LOCAL     ] HSBC: Saved forecast.
[2025-12-03T21:01:46.043653] [INFO ] [main      ] HSBC: Signal=1 (Conf=90.0%), Magnitude=1.44% (Conf=66.3005%)
[2025-12-03T21:01:46.044024] [INFO ] [main      ] Fetching symbol history for PMVP...
[2025-12-03T21:01:46.044078] [DEBUG] [REMOTE    ] PMVP: Fetching historical data.
[2025-12-03T21:01:46.044704] [INFO ] [main      ] Progress: 338/965 forecasts completed (35.0%). HSBC finished in 0.7s. ETA: 1m 45s. Rate: 358.93 forecasts/min
[2025-12-03T21:01:46.045528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:46.047602] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:46.048278] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:46.048702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:46.051357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:46.051931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:46.053012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:46.054744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:46.055763] [DEBUG] [REMOTE    ] PMVP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:46.055865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:46.056608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:46.056634] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 7 features, N/A% accuracy
[2025-12-03T21:01:46.056698] [INFO ] [LOCAL     ] PMVP: Loaded 7 optimal features with 34.01% confidence from JSON config
[2025-12-03T21:01:46.056731] [DEBUG] [MAG       ] Building data for symbol: PMVP with lookback: 0
[2025-12-03T21:01:46.057521] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:46.057599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:46.062468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:46.064313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:46.064815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:46.065201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:46.065954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:46.066593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:46.068951] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:46.069329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:46.289314] [DEBUG] [MAG       ] CCNE: Last date is validated at 2025-12-03
[2025-12-03T21:01:46.401199] [DEBUG] [MAG       ] NATH: Last date is validated at 2025-12-03
[2025-12-03T21:01:46.403228] [DEBUG] [MAG       ] PMVP: Last date is validated at 2025-12-03
[2025-12-03T21:01:46.413986] [DEBUG] [MAG       ] YSG: Last date is validated at 2025-12-03
[2025-12-03T21:01:46.454593] [DEBUG] [MAG       ] CCNE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:46.523086] [INFO ] [LOCAL     ] CCNE: Saved forecast.
[2025-12-03T21:01:46.523151] [INFO ] [main      ] CCNE: Signal=1 (Conf=90.0%), Magnitude=2.27% (Conf=54.3409%)
[2025-12-03T21:01:46.523312] [INFO ] [main      ] Fetching symbol history for MRX...
[2025-12-03T21:01:46.523353] [DEBUG] [REMOTE    ] MRX: Fetching historical data.
[2025-12-03T21:01:46.524657] [INFO ] [main      ] Progress: 339/965 forecasts completed (35.1%). CCNE finished in 0.6s. ETA: 1m 45s. Rate: 356.96 forecasts/min
[2025-12-03T21:01:46.535200] [DEBUG] [REMOTE    ] MRX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:46.536220] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 1 features, N/A% accuracy
[2025-12-03T21:01:46.536271] [INFO ] [LOCAL     ] MRX: Loaded 1 optimal features with 62.06% confidence from JSON config
[2025-12-03T21:01:46.536302] [DEBUG] [MAG       ] Building data for symbol: MRX with lookback: 0
[2025-12-03T21:01:46.537085] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:46.537143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:46.538003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:46.568518] [DEBUG] [MAG       ] NATH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:46.571109] [DEBUG] [MAG       ] PMVP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:46.594066] [DEBUG] [MAG       ] YSG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:46.629948] [INFO ] [LOCAL     ] PMVP: Saved forecast.
[2025-12-03T21:01:46.630013] [INFO ] [main      ] PMVP: Signal=1 (Conf=90.0%), Magnitude=-0.45% (Conf=34.0092%)
[2025-12-03T21:01:46.630356] [INFO ] [main      ] Fetching symbol history for MNSO...
[2025-12-03T21:01:46.630404] [DEBUG] [REMOTE    ] MNSO: Fetching historical data.
[2025-12-03T21:01:46.630392] [INFO ] [main      ] Progress: 340/965 forecasts completed (35.2%). PMVP finished in 0.6s. ETA: 1m 45s. Rate: 357.35 forecasts/min
[2025-12-03T21:01:46.642601] [DEBUG] [REMOTE    ] MNSO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:46.643592] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 4 features, N/A% accuracy
[2025-12-03T21:01:46.643644] [INFO ] [LOCAL     ] MNSO: Loaded 4 optimal features with 48.48% confidence from JSON config
[2025-12-03T21:01:46.643675] [DEBUG] [MAG       ] Building data for symbol: MNSO with lookback: 0
[2025-12-03T21:01:46.644442] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:46.644501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:46.649197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:46.650610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:46.653626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:46.659238] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:46.668777] [INFO ] [LOCAL     ] YSG: Saved forecast.
[2025-12-03T21:01:46.668847] [INFO ] [main      ] YSG: Signal=1 (Conf=90.0%), Magnitude=-1.97% (Conf=53.6419%)
[2025-12-03T21:01:46.669220] [INFO ] [main      ] Fetching symbol history for DOCN...
[2025-12-03T21:01:46.669270] [DEBUG] [REMOTE    ] DOCN: Fetching historical data.
[2025-12-03T21:01:46.670641] [INFO ] [main      ] Progress: 341/965 forecasts completed (35.3%). YSG finished in 0.6s. ETA: 1m 45s. Rate: 358.15 forecasts/min
[2025-12-03T21:01:46.671863] [INFO ] [LOCAL     ] NATH: Saved forecast.
[2025-12-03T21:01:46.671938] [INFO ] [main      ] NATH: Signal=1 (Conf=90.0%), Magnitude=3.39% (Conf=58.5755%)
[2025-12-03T21:01:46.672109] [INFO ] [main      ] Fetching symbol history for CMPS...
[2025-12-03T21:01:46.672157] [DEBUG] [REMOTE    ] CMPS: Fetching historical data.
[2025-12-03T21:01:46.673063] [INFO ] [main      ] Progress: 342/965 forecasts completed (35.4%). NATH finished in 0.8s. ETA: 1m 44s. Rate: 359.19 forecasts/min
[2025-12-03T21:01:46.682768] [DEBUG] [REMOTE    ] DOCN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:46.683557] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 6 features, N/A% accuracy
[2025-12-03T21:01:46.683625] [INFO ] [LOCAL     ] DOCN: Loaded 6 optimal features with 46.68% confidence from JSON config
[2025-12-03T21:01:46.683657] [DEBUG] [MAG       ] Building data for symbol: DOCN with lookback: 0
[2025-12-03T21:01:46.684360] [DEBUG] [REMOTE    ] CMPS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:46.684416] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:46.684482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:46.685186] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 5 features, N/A% accuracy
[2025-12-03T21:01:46.685242] [INFO ] [LOCAL     ] CMPS: Loaded 5 optimal features with 68.14% confidence from JSON config
[2025-12-03T21:01:46.685274] [DEBUG] [MAG       ] Building data for symbol: CMPS with lookback: 0
[2025-12-03T21:01:46.686152] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:46.686162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:46.686219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:46.686667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:46.687761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:46.689412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:46.690419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:46.691115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:46.691207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:46.692119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:46.694117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:46.698555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:46.699895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:46.881389] [DEBUG] [MAG       ] MRX: Last date is validated at 2025-12-03
[2025-12-03T21:01:46.994042] [DEBUG] [MAG       ] MNSO: Last date is validated at 2025-12-03
[2025-12-03T21:01:47.030417] [DEBUG] [MAG       ] DOCN: Last date is validated at 2025-12-03
[2025-12-03T21:01:47.051064] [DEBUG] [MAG       ] MRX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:47.058839] [DEBUG] [MAG       ] CMPS: Last date is validated at 2025-12-03
[2025-12-03T21:01:47.130868] [INFO ] [LOCAL     ] MRX: Saved forecast.
[2025-12-03T21:01:47.130943] [INFO ] [main      ] MRX: Signal=1 (Conf=90.0%), Magnitude=2.01% (Conf=62.0649%)
[2025-12-03T21:01:47.131294] [INFO ] [main      ] Fetching symbol history for CPNG...
[2025-12-03T21:01:47.131346] [DEBUG] [REMOTE    ] CPNG: Fetching historical data.
[2025-12-03T21:01:47.131666] [INFO ] [main      ] Progress: 343/965 forecasts completed (35.5%). MRX finished in 0.6s. ETA: 1m 44s. Rate: 357.37 forecasts/min
[2025-12-03T21:01:47.143131] [DEBUG] [REMOTE    ] CPNG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:47.144070] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 5 features, N/A% accuracy
[2025-12-03T21:01:47.144122] [INFO ] [LOCAL     ] CPNG: Loaded 5 optimal features with 59.36% confidence from JSON config
[2025-12-03T21:01:47.144154] [DEBUG] [MAG       ] Building data for symbol: CPNG with lookback: 0
[2025-12-03T21:01:47.144958] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:47.145035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:47.149807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:47.151658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:47.152151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:47.152936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:47.153625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:47.162978] [DEBUG] [MAG       ] MNSO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:47.207370] [DEBUG] [MAG       ] DOCN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:47.225992] [DEBUG] [MAG       ] CMPS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:47.254560] [INFO ] [LOCAL     ] MNSO: Saved forecast.
[2025-12-03T21:01:47.254648] [INFO ] [main      ] MNSO: Signal=1 (Conf=90.0%), Magnitude=2.29% (Conf=48.4808%)
[2025-12-03T21:01:47.255009] [INFO ] [main      ] Fetching symbol history for GLBS...
[2025-12-03T21:01:47.255062] [DEBUG] [REMOTE    ] GLBS: Fetching historical data.
[2025-12-03T21:01:47.255114] [INFO ] [main      ] Progress: 344/965 forecasts completed (35.6%). MNSO finished in 0.6s. ETA: 1m 44s. Rate: 357.64 forecasts/min
[2025-12-03T21:01:47.266175] [DEBUG] [REMOTE    ] GLBS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:47.267125] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 6 features, N/A% accuracy
[2025-12-03T21:01:47.267176] [INFO ] [LOCAL     ] GLBS: Loaded 6 optimal features with 23.87% confidence from JSON config
[2025-12-03T21:01:47.267207] [DEBUG] [MAG       ] Building data for symbol: GLBS with lookback: 0
[2025-12-03T21:01:47.268003] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:47.268102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:47.269831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:47.270321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:47.270728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:47.272731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:47.275172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:47.276555] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:47.297902] [INFO ] [LOCAL     ] CMPS: Saved forecast.
[2025-12-03T21:01:47.297969] [INFO ] [main      ] CMPS: Signal=1 (Conf=90.0%), Magnitude=1.80% (Conf=68.1446%)
[2025-12-03T21:01:47.298334] [INFO ] [main      ] Fetching symbol history for AMAL...
[2025-12-03T21:01:47.298385] [DEBUG] [REMOTE    ] AMAL: Fetching historical data.
[2025-12-03T21:01:47.299368] [INFO ] [main      ] Progress: 345/965 forecasts completed (35.8%). CMPS finished in 0.6s. ETA: 1m 44s. Rate: 358.41 forecasts/min
[2025-12-03T21:01:47.309184] [INFO ] [LOCAL     ] DOCN: Saved forecast.
[2025-12-03T21:01:47.309252] [INFO ] [main      ] DOCN: Signal=1 (Conf=90.0%), Magnitude=2.73% (Conf=46.68%)
[2025-12-03T21:01:47.309623] [INFO ] [main      ] Progress: 346/965 forecasts completed (35.9%). DOCN finished in 0.6s. ETA: 1m 43s. Rate: 359.38 forecasts/min
[2025-12-03T21:01:47.309747] [INFO ] [main      ] Fetching symbol history for LTC...
[2025-12-03T21:01:47.309788] [DEBUG] [REMOTE    ] LTC: Fetching historical data.
[2025-12-03T21:01:47.309904] [DEBUG] [REMOTE    ] AMAL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:47.315074] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 8 features, N/A% accuracy
[2025-12-03T21:01:47.315142] [INFO ] [LOCAL     ] AMAL: Loaded 8 optimal features with 50.30% confidence from JSON config
[2025-12-03T21:01:47.315491] [DEBUG] [MAG       ] Building data for symbol: AMAL with lookback: 0
[2025-12-03T21:01:47.316389] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:47.316451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:47.318223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:47.318749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:47.319167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:47.321530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:47.322491] [DEBUG] [REMOTE    ] LTC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:47.322761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:47.328470] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 6 features, N/A% accuracy
[2025-12-03T21:01:47.328595] [INFO ] [LOCAL     ] LTC: Loaded 6 optimal features with 50.72% confidence from JSON config
[2025-12-03T21:01:47.328631] [DEBUG] [MAG       ] Building data for symbol: LTC with lookback: 0
[2025-12-03T21:01:47.329720] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:47.329787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:47.334677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:47.336593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:47.337069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:47.339499] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:47.398384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:47.401274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:47.403469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:47.450052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:47.452474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:47.501295] [DEBUG] [MAG       ] CPNG: Last date is validated at 2025-12-03
[2025-12-03T21:01:47.618150] [DEBUG] [MAG       ] GLBS: Last date is validated at 2025-12-03
[2025-12-03T21:01:47.666067] [DEBUG] [MAG       ] CPNG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:47.743436] [INFO ] [LOCAL     ] CPNG: Saved forecast.
[2025-12-03T21:01:47.743499] [INFO ] [main      ] CPNG: Signal=1 (Conf=90.0%), Magnitude=1.91% (Conf=59.3556%)
[2025-12-03T21:01:47.743866] [INFO ] [main      ] Fetching symbol history for LWAY...
[2025-12-03T21:01:47.743916] [DEBUG] [REMOTE    ] LWAY: Fetching historical data.
[2025-12-03T21:01:47.744198] [DEBUG] [MAG       ] AMAL: Last date is validated at 2025-12-03
[2025-12-03T21:01:47.744662] [INFO ] [main      ] Progress: 347/965 forecasts completed (36.0%). CPNG finished in 0.6s. ETA: 1m 44s. Rate: 357.73 forecasts/min
[2025-12-03T21:01:47.755035] [DEBUG] [REMOTE    ] LWAY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:47.756116] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 6 features, N/A% accuracy
[2025-12-03T21:01:47.756166] [INFO ] [LOCAL     ] LWAY: Loaded 6 optimal features with 67.75% confidence from JSON config
[2025-12-03T21:01:47.756197] [DEBUG] [MAG       ] Building data for symbol: LWAY with lookback: 0
[2025-12-03T21:01:47.756990] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:47.757049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:47.761738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:47.763456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:47.763933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:47.764355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:47.766653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:47.767966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:47.785855] [DEBUG] [MAG       ] GLBS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:47.812080] [DEBUG] [MAG       ] LTC: Last date is validated at 2025-12-03
[2025-12-03T21:01:47.844481] [INFO ] [LOCAL     ] GLBS: Saved forecast.
[2025-12-03T21:01:47.844546] [INFO ] [main      ] GLBS: Signal=1 (Conf=90.0%), Magnitude=3.78% (Conf=23.8657%)
[2025-12-03T21:01:47.844910] [INFO ] [main      ] Fetching symbol history for FLWS...
[2025-12-03T21:01:47.844960] [DEBUG] [REMOTE    ] FLWS: Fetching historical data.
[2025-12-03T21:01:47.846654] [INFO ] [main      ] Progress: 348/965 forecasts completed (36.1%). GLBS finished in 0.6s. ETA: 1m 43s. Rate: 358.13 forecasts/min
[2025-12-03T21:01:47.856092] [DEBUG] [REMOTE    ] FLWS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:47.857353] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 5 features, N/A% accuracy
[2025-12-03T21:01:47.857407] [INFO ] [LOCAL     ] FLWS: Loaded 5 optimal features with 51.67% confidence from JSON config
[2025-12-03T21:01:47.857438] [DEBUG] [MAG       ] Building data for symbol: FLWS with lookback: 0
[2025-12-03T21:01:47.858277] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:47.858337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:47.863072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:47.864852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:47.865312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:47.867896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:01:47.869254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:47.916701] [DEBUG] [MAG       ] AMAL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:47.994621] [DEBUG] [MAG       ] LTC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:47.999647] [INFO ] [LOCAL     ] AMAL: Saved forecast.
[2025-12-03T21:01:47.999719] [INFO ] [main      ] AMAL: Signal=1 (Conf=90.0%), Magnitude=4.07% (Conf=50.2965%)
[2025-12-03T21:01:48.000053] [INFO ] [main      ] Fetching symbol history for GAIN...
[2025-12-03T21:01:48.000104] [DEBUG] [REMOTE    ] GAIN: Fetching historical data.
[2025-12-03T21:01:48.001648] [INFO ] [main      ] Progress: 349/965 forecasts completed (36.2%). AMAL finished in 0.7s. ETA: 1m 43s. Rate: 358.21 forecasts/min
[2025-12-03T21:01:48.011471] [DEBUG] [REMOTE    ] GAIN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:48.012307] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 7 features, N/A% accuracy
[2025-12-03T21:01:48.012361] [INFO ] [LOCAL     ] GAIN: Loaded 7 optimal features with 73.67% confidence from JSON config
[2025-12-03T21:01:48.012393] [DEBUG] [MAG       ] Building data for symbol: GAIN with lookback: 0
[2025-12-03T21:01:48.013171] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:48.013235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:48.017947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:48.019724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:48.020180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:48.021036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:48.022907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:48.026752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:01:48.028139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:48.069610] [INFO ] [LOCAL     ] LTC: Saved forecast.
[2025-12-03T21:01:48.069680] [INFO ] [main      ] LTC: Signal=1 (Conf=90.0%), Magnitude=-0.97% (Conf=50.7224%)
[2025-12-03T21:01:48.070029] [INFO ] [main      ] Progress: 350/965 forecasts completed (36.3%). LTC finished in 0.8s. ETA: 1m 43s. Rate: 358.81 forecasts/min
[2025-12-03T21:01:48.070154] [INFO ] [main      ] Fetching symbol history for CSX...
[2025-12-03T21:01:48.070196] [DEBUG] [REMOTE    ] CSX: Fetching historical data.
[2025-12-03T21:01:48.082081] [DEBUG] [REMOTE    ] CSX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:48.083179] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 10 features, N/A% accuracy
[2025-12-03T21:01:48.083239] [INFO ] [LOCAL     ] CSX: Loaded 10 optimal features with 64.55% confidence from JSON config
[2025-12-03T21:01:48.083272] [DEBUG] [MAG       ] Building data for symbol: CSX with lookback: 0
[2025-12-03T21:01:48.084187] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:48.084254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:48.086052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:48.086612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:48.087065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:48.087463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:48.088308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:48.088920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:48.090317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:48.093437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:48.095632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:48.098257] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:48.106615] [DEBUG] [MAG       ] LWAY: Last date is validated at 2025-12-03
[2025-12-03T21:01:48.204616] [DEBUG] [MAG       ] FLWS: Last date is validated at 2025-12-03
[2025-12-03T21:01:48.274218] [DEBUG] [MAG       ] LWAY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:48.359810] [INFO ] [LOCAL     ] LWAY: Saved forecast.
[2025-12-03T21:01:48.359874] [INFO ] [main      ] LWAY: Signal=1 (Conf=90.0%), Magnitude=0.69% (Conf=67.7545%)
[2025-12-03T21:01:48.360219] [INFO ] [main      ] Fetching symbol history for SY...
[2025-12-03T21:01:48.360267] [DEBUG] [REMOTE    ] SY: Fetching historical data.
[2025-12-03T21:01:48.360662] [INFO ] [main      ] Progress: 351/965 forecasts completed (36.4%). LWAY finished in 0.6s. ETA: 1m 43s. Rate: 358.06 forecasts/min
[2025-12-03T21:01:48.368082] [DEBUG] [MAG       ] GAIN: Last date is validated at 2025-12-03
[2025-12-03T21:01:48.370564] [DEBUG] [MAG       ] FLWS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:48.372157] [DEBUG] [REMOTE    ] SY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:48.373037] [DEBUG] [LOCAL     ] Loaded configuration for SY: 7 features, N/A% accuracy
[2025-12-03T21:01:48.373088] [INFO ] [LOCAL     ] SY: Loaded 7 optimal features with 42.69% confidence from JSON config
[2025-12-03T21:01:48.373123] [DEBUG] [MAG       ] Building data for symbol: SY with lookback: 0
[2025-12-03T21:01:48.373932] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:48.373994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:48.379086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:48.379891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:48.382686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:48.384412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:48.384884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:48.385926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:48.387860] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:48.463060] [DEBUG] [MAG       ] CSX: Last date is validated at 2025-12-03
[2025-12-03T21:01:48.506434] [INFO ] [LOCAL     ] FLWS: Saved forecast.
[2025-12-03T21:01:48.506499] [INFO ] [main      ] FLWS: Signal=1 (Conf=90.0%), Magnitude=1.48% (Conf=51.6714%)
[2025-12-03T21:01:48.506860] [INFO ] [main      ] Fetching symbol history for IRMD...
[2025-12-03T21:01:48.506910] [DEBUG] [REMOTE    ] IRMD: Fetching historical data.
[2025-12-03T21:01:48.508667] [INFO ] [main      ] Progress: 352/965 forecasts completed (36.5%). FLWS finished in 0.7s. ETA: 1m 43s. Rate: 358.18 forecasts/min
[2025-12-03T21:01:48.518692] [DEBUG] [REMOTE    ] IRMD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:48.519516] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 3 features, N/A% accuracy
[2025-12-03T21:01:48.519566] [INFO ] [LOCAL     ] IRMD: Loaded 3 optimal features with 48.48% confidence from JSON config
[2025-12-03T21:01:48.519622] [DEBUG] [MAG       ] Building data for symbol: IRMD with lookback: 0
[2025-12-03T21:01:48.520372] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:48.520430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:48.525132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:48.525823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:48.527452] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:48.542958] [DEBUG] [MAG       ] GAIN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:48.611849] [INFO ] [LOCAL     ] GAIN: Saved forecast.
[2025-12-03T21:01:48.611914] [INFO ] [main      ] GAIN: Signal=1 (Conf=90.0%), Magnitude=0.13% (Conf=73.6705%)
[2025-12-03T21:01:48.612065] [INFO ] [main      ] Fetching symbol history for FIZZ...
[2025-12-03T21:01:48.612105] [DEBUG] [REMOTE    ] FIZZ: Fetching historical data.
[2025-12-03T21:01:48.613689] [INFO ] [main      ] Progress: 353/965 forecasts completed (36.6%). GAIN finished in 0.6s. ETA: 1m 42s. Rate: 358.56 forecasts/min
[2025-12-03T21:01:48.623234] [DEBUG] [REMOTE    ] FIZZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:48.624087] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 7 features, N/A% accuracy
[2025-12-03T21:01:48.624139] [INFO ] [LOCAL     ] FIZZ: Loaded 7 optimal features with 52.48% confidence from JSON config
[2025-12-03T21:01:48.624170] [DEBUG] [MAG       ] Building data for symbol: FIZZ with lookback: 0
[2025-12-03T21:01:48.624939] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:48.625002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:48.625703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:48.627308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:48.627813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:48.628874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:48.630438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:48.631451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:48.632134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:48.646794] [DEBUG] [MAG       ] CSX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:48.725525] [DEBUG] [MAG       ] SY: Last date is validated at 2025-12-03
[2025-12-03T21:01:48.731992] [INFO ] [LOCAL     ] CSX: Saved forecast.
[2025-12-03T21:01:48.732056] [INFO ] [main      ] CSX: Signal=1 (Conf=90.0%), Magnitude=3.73% (Conf=64.5468%)
[2025-12-03T21:01:48.732399] [INFO ] [main      ] Progress: 354/965 forecasts completed (36.7%). CSX finished in 0.7s. ETA: 1m 42s. Rate: 358.85 forecasts/min
[2025-12-03T21:01:48.732520] [INFO ] [main      ] Fetching symbol history for RBLX...
[2025-12-03T21:01:48.732562] [DEBUG] [REMOTE    ] RBLX: Fetching historical data.
[2025-12-03T21:01:48.744310] [DEBUG] [REMOTE    ] RBLX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:48.745423] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, N/A% accuracy
[2025-12-03T21:01:48.745480] [INFO ] [LOCAL     ] RBLX: Loaded 2 optimal features with 63.92% confidence from JSON config
[2025-12-03T21:01:48.745512] [DEBUG] [MAG       ] Building data for symbol: RBLX with lookback: 0
[2025-12-03T21:01:48.746391] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:48.746451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:48.751729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:48.767644] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:48.877420] [DEBUG] [MAG       ] IRMD: Last date is validated at 2025-12-03
[2025-12-03T21:01:48.893311] [DEBUG] [MAG       ] SY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:48.956384] [INFO ] [LOCAL     ] SY: Saved forecast.
[2025-12-03T21:01:48.956447] [INFO ] [main      ] SY: Signal=1 (Conf=90.0%), Magnitude=6.18% (Conf=42.6868%)
[2025-12-03T21:01:48.956814] [INFO ] [main      ] Fetching symbol history for TXN...
[2025-12-03T21:01:48.956864] [DEBUG] [REMOTE    ] TXN: Fetching historical data.
[2025-12-03T21:01:48.958694] [INFO ] [main      ] Progress: 355/965 forecasts completed (36.8%). SY finished in 0.6s. ETA: 1m 42s. Rate: 358.50 forecasts/min
[2025-12-03T21:01:48.968743] [DEBUG] [REMOTE    ] TXN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:48.969604] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 11 features, N/A% accuracy
[2025-12-03T21:01:48.969654] [INFO ] [LOCAL     ] TXN: Loaded 11 optimal features with 59.88% confidence from JSON config
[2025-12-03T21:01:48.969685] [DEBUG] [MAG       ] Building data for symbol: TXN with lookback: 0
[2025-12-03T21:01:48.970437] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:01:48.970502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:48.972833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:48.973811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:48.973850] [DEBUG] [MAG       ] FIZZ: Last date is validated at 2025-12-03
[2025-12-03T21:01:48.976472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:48.977772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:48.980706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:48.983365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:48.985098] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:48.985552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:48.986607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:48.988615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:48.994261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:49.046327] [DEBUG] [MAG       ] IRMD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:49.128070] [DEBUG] [MAG       ] RBLX: Last date is validated at 2025-12-03
[2025-12-03T21:01:49.141143] [DEBUG] [MAG       ] FIZZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:49.144298] [INFO ] [LOCAL     ] IRMD: Saved forecast.
[2025-12-03T21:01:49.144363] [INFO ] [main      ] IRMD: Signal=1 (Conf=90.0%), Magnitude=1.51% (Conf=48.4788%)
[2025-12-03T21:01:49.144725] [INFO ] [main      ] Fetching symbol history for PHUN...
[2025-12-03T21:01:49.144774] [DEBUG] [REMOTE    ] PHUN: Fetching historical data.
[2025-12-03T21:01:49.146659] [INFO ] [main      ] Progress: 356/965 forecasts completed (36.9%). IRMD finished in 0.6s. ETA: 1m 42s. Rate: 358.37 forecasts/min
[2025-12-03T21:01:49.156278] [DEBUG] [REMOTE    ] PHUN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:49.157327] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 6 features, N/A% accuracy
[2025-12-03T21:01:49.157378] [INFO ] [LOCAL     ] PHUN: Loaded 6 optimal features with 61.96% confidence from JSON config
[2025-12-03T21:01:49.157410] [DEBUG] [MAG       ] Building data for symbol: PHUN with lookback: 0
[2025-12-03T21:01:49.158236] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:49.158297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:49.163012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:49.163822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:49.165005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:49.166972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:49.167754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:49.169421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:49.222219] [INFO ] [LOCAL     ] FIZZ: Saved forecast.
[2025-12-03T21:01:49.222285] [INFO ] [main      ] FIZZ: Signal=1 (Conf=90.0%), Magnitude=-0.68% (Conf=52.4799%)
[2025-12-03T21:01:49.222639] [INFO ] [main      ] Fetching symbol history for BGRN...
[2025-12-03T21:01:49.222693] [DEBUG] [REMOTE    ] BGRN: Fetching historical data.
[2025-12-03T21:01:49.223662] [INFO ] [main      ] Progress: 357/965 forecasts completed (37.0%). FIZZ finished in 0.6s. ETA: 1m 42s. Rate: 358.91 forecasts/min
[2025-12-03T21:01:49.233740] [DEBUG] [REMOTE    ] BGRN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:49.234624] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, N/A% accuracy
[2025-12-03T21:01:49.234679] [INFO ] [LOCAL     ] BGRN: Loaded 3 optimal features with 54.95% confidence from JSON config
[2025-12-03T21:01:49.234709] [DEBUG] [MAG       ] Building data for symbol: BGRN with lookback: 0
[2025-12-03T21:01:49.235455] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:49.235513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:49.236245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:49.238203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:49.252966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:49.302212] [DEBUG] [MAG       ] RBLX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:49.322494] [DEBUG] [MAG       ] TXN: Last date is validated at 2025-12-03
[2025-12-03T21:01:49.411883] [INFO ] [LOCAL     ] RBLX: Saved forecast.
[2025-12-03T21:01:49.411961] [INFO ] [main      ] RBLX: Signal=1 (Conf=90.0%), Magnitude=1.63% (Conf=63.9205%)
[2025-12-03T21:01:49.412297] [INFO ] [main      ] Fetching symbol history for BMRN...
[2025-12-03T21:01:49.412346] [DEBUG] [REMOTE    ] BMRN: Fetching historical data.
[2025-12-03T21:01:49.412665] [INFO ] [main      ] Progress: 358/965 forecasts completed (37.1%). RBLX finished in 0.7s. ETA: 1m 42s. Rate: 358.78 forecasts/min
[2025-12-03T21:01:49.423783] [DEBUG] [REMOTE    ] BMRN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:49.424833] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 4 features, N/A% accuracy
[2025-12-03T21:01:49.424888] [INFO ] [LOCAL     ] BMRN: Loaded 4 optimal features with 53.38% confidence from JSON config
[2025-12-03T21:01:49.424919] [DEBUG] [MAG       ] Building data for symbol: BMRN with lookback: 0
[2025-12-03T21:01:49.425751] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:49.425814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:49.431041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:49.433013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:49.435206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:49.439747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:49.486203] [DEBUG] [MAG       ] TXN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:49.508369] [DEBUG] [MAG       ] PHUN: Last date is validated at 2025-12-03
[2025-12-03T21:01:49.605901] [DEBUG] [MAG       ] BGRN: Last date is validated at 2025-12-03
[2025-12-03T21:01:49.633419] [INFO ] [LOCAL     ] TXN: Saved forecast.
[2025-12-03T21:01:49.633496] [INFO ] [main      ] TXN: Signal=1 (Conf=90.0%), Magnitude=-1.24% (Conf=59.876%)
[2025-12-03T21:01:49.633850] [INFO ] [main      ] Fetching symbol history for UBND...
[2025-12-03T21:01:49.633899] [DEBUG] [REMOTE    ] UBND: Fetching historical data.
[2025-12-03T21:01:49.635665] [INFO ] [main      ] Progress: 359/965 forecasts completed (37.2%). TXN finished in 0.7s. ETA: 1m 41s. Rate: 358.45 forecasts/min
[2025-12-03T21:01:49.644903] [DEBUG] [REMOTE    ] UBND: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:49.645832] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 6 features, N/A% accuracy
[2025-12-03T21:01:49.645886] [INFO ] [LOCAL     ] UBND: Loaded 6 optimal features with 41.99% confidence from JSON config
[2025-12-03T21:01:49.645918] [DEBUG] [MAG       ] Building data for symbol: UBND with lookback: 0
[2025-12-03T21:01:49.646722] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:49.646781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:49.647645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:49.650153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:49.651759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:49.652943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:49.653544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:49.656247] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:49.678603] [DEBUG] [MAG       ] PHUN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:49.764236] [INFO ] [LOCAL     ] PHUN: Saved forecast.
[2025-12-03T21:01:49.764309] [INFO ] [main      ] PHUN: Signal=1 (Conf=90.0%), Magnitude=0.31% (Conf=61.9557%)
[2025-12-03T21:01:49.764472] [INFO ] [main      ] Fetching symbol history for MEGL...
[2025-12-03T21:01:49.764516] [DEBUG] [REMOTE    ] MEGL: Fetching historical data.
[2025-12-03T21:01:49.765176] [INFO ] [main      ] Progress: 360/965 forecasts completed (37.3%). PHUN finished in 0.6s. ETA: 1m 41s. Rate: 358.68 forecasts/min
[2025-12-03T21:01:49.771039] [DEBUG] [MAG       ] BGRN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:49.776031] [DEBUG] [REMOTE    ] MEGL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:49.776841] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 3 features, N/A% accuracy
[2025-12-03T21:01:49.777215] [INFO ] [LOCAL     ] MEGL: Loaded 3 optimal features with 68.53% confidence from JSON config
[2025-12-03T21:01:49.777249] [DEBUG] [MAG       ] Building data for symbol: MEGL with lookback: 0
[2025-12-03T21:01:49.778032] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:49.778116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:49.778852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:49.779764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:49.782721] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:49.803839] [DEBUG] [MAG       ] BMRN: Last date is validated at 2025-12-03
[2025-12-03T21:01:49.832384] [INFO ] [LOCAL     ] BGRN: Saved forecast.
[2025-12-03T21:01:49.832448] [INFO ] [main      ] BGRN: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=54.9535%)
[2025-12-03T21:01:49.832814] [INFO ] [main      ] Fetching symbol history for XPRO...
[2025-12-03T21:01:49.832862] [DEBUG] [REMOTE    ] XPRO: Fetching historical data.
[2025-12-03T21:01:49.833657] [INFO ] [main      ] Progress: 361/965 forecasts completed (37.4%). BGRN finished in 0.6s. ETA: 1m 41s. Rate: 359.26 forecasts/min
[2025-12-03T21:01:49.844103] [DEBUG] [REMOTE    ] XPRO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:49.845247] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 5 features, N/A% accuracy
[2025-12-03T21:01:49.845303] [INFO ] [LOCAL     ] XPRO: Loaded 5 optimal features with 59.68% confidence from JSON config
[2025-12-03T21:01:49.845334] [DEBUG] [MAG       ] Building data for symbol: XPRO with lookback: 0
[2025-12-03T21:01:49.846114] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:49.846173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:49.884683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:49.889682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:49.906751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:49.908420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:49.910008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:49.986842] [DEBUG] [MAG       ] BMRN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:49.987607] [DEBUG] [MAG       ] UBND: Last date is validated at 2025-12-03
[2025-12-03T21:01:50.085731] [INFO ] [LOCAL     ] BMRN: Saved forecast.
[2025-12-03T21:01:50.085797] [INFO ] [main      ] BMRN: Signal=1 (Conf=90.0%), Magnitude=-0.41% (Conf=53.3817%)
[2025-12-03T21:01:50.085954] [INFO ] [main      ] Fetching symbol history for IGIC...
[2025-12-03T21:01:50.085996] [DEBUG] [REMOTE    ] IGIC: Fetching historical data.
[2025-12-03T21:01:50.087652] [INFO ] [main      ] Progress: 362/965 forecasts completed (37.5%). BMRN finished in 0.7s. ETA: 1m 41s. Rate: 358.75 forecasts/min
[2025-12-03T21:01:50.097741] [DEBUG] [REMOTE    ] IGIC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:50.098734] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 5 features, N/A% accuracy
[2025-12-03T21:01:50.098806] [INFO ] [LOCAL     ] IGIC: Loaded 5 optimal features with 65.47% confidence from JSON config
[2025-12-03T21:01:50.098840] [DEBUG] [MAG       ] Building data for symbol: IGIC with lookback: 0
[2025-12-03T21:01:50.099743] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:50.099806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:50.104961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:50.106994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:50.107503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:50.109254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:50.119683] [DEBUG] [MAG       ] MEGL: Last date is validated at 2025-12-03
[2025-12-03T21:01:50.150254] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:50.152565] [DEBUG] [MAG       ] UBND: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:50.210902] [INFO ] [LOCAL     ] UBND: Saved forecast.
[2025-12-03T21:01:50.210970] [INFO ] [main      ] UBND: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=41.9894%)
[2025-12-03T21:01:50.211317] [INFO ] [main      ] Fetching symbol history for MOH...
[2025-12-03T21:01:50.211365] [DEBUG] [REMOTE    ] MOH: Fetching historical data.
[2025-12-03T21:01:50.211658] [INFO ] [main      ] Progress: 363/965 forecasts completed (37.6%). UBND finished in 0.6s. ETA: 1m 41s. Rate: 359.00 forecasts/min
[2025-12-03T21:01:50.223512] [DEBUG] [REMOTE    ] MOH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:50.225260] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, N/A% accuracy
[2025-12-03T21:01:50.225315] [INFO ] [LOCAL     ] MOH: Loaded 2 optimal features with 49.48% confidence from JSON config
[2025-12-03T21:01:50.225345] [DEBUG] [MAG       ] Building data for symbol: MOH with lookback: 0
[2025-12-03T21:01:50.226125] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:50.226181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:50.230873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:50.256780] [DEBUG] [MAG       ] XPRO: Last date is validated at 2025-12-03
[2025-12-03T21:01:50.280523] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:50.286234] [DEBUG] [MAG       ] MEGL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:50.340731] [INFO ] [LOCAL     ] MEGL: Saved forecast.
[2025-12-03T21:01:50.340795] [INFO ] [main      ] MEGL: Signal=1 (Conf=90.0%), Magnitude=-6.07% (Conf=68.5281%)
[2025-12-03T21:01:50.341143] [INFO ] [main      ] Progress: 364/965 forecasts completed (37.7%). MEGL finished in 0.6s. ETA: 1m 40s. Rate: 359.23 forecasts/min
[2025-12-03T21:01:50.341229] [INFO ] [main      ] Fetching symbol history for TD...
[2025-12-03T21:01:50.341286] [DEBUG] [REMOTE    ] TD: Fetching historical data.
[2025-12-03T21:01:50.353170] [DEBUG] [REMOTE    ] TD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:50.354063] [DEBUG] [LOCAL     ] Loaded configuration for TD: 5 features, N/A% accuracy
[2025-12-03T21:01:50.354114] [INFO ] [LOCAL     ] TD: Loaded 5 optimal features with 45.19% confidence from JSON config
[2025-12-03T21:01:50.354145] [DEBUG] [MAG       ] Building data for symbol: TD with lookback: 0
[2025-12-03T21:01:50.354962] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:50.355028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:50.359838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:50.397803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:50.399843] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:50.401828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:50.402981] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:50.423817] [DEBUG] [MAG       ] XPRO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:50.499652] [INFO ] [LOCAL     ] XPRO: Saved forecast.
[2025-12-03T21:01:50.499734] [INFO ] [main      ] XPRO: Signal=1 (Conf=90.0%), Magnitude=2.77% (Conf=59.6816%)
[2025-12-03T21:01:50.500050] [INFO ] [main      ] Fetching symbol history for SANM...
[2025-12-03T21:01:50.500100] [DEBUG] [REMOTE    ] SANM: Fetching historical data.
[2025-12-03T21:01:50.500991] [INFO ] [main      ] Progress: 365/965 forecasts completed (37.8%). XPRO finished in 0.7s. ETA: 1m 40s. Rate: 359.27 forecasts/min
[2025-12-03T21:01:50.502728] [DEBUG] [MAG       ] IGIC: Last date is validated at 2025-12-03
[2025-12-03T21:01:50.512262] [DEBUG] [REMOTE    ] SANM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:50.513113] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 6 features, N/A% accuracy
[2025-12-03T21:01:50.513165] [INFO ] [LOCAL     ] SANM: Loaded 6 optimal features with 46.81% confidence from JSON config
[2025-12-03T21:01:50.513197] [DEBUG] [MAG       ] Building data for symbol: SANM with lookback: 0
[2025-12-03T21:01:50.513981] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:50.514042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:50.515753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:50.516243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:50.516657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:50.568772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:50.569892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:50.571185] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:50.614054] [DEBUG] [MAG       ] MOH: Last date is validated at 2025-12-03
[2025-12-03T21:01:50.681235] [DEBUG] [MAG       ] IGIC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:50.736453] [DEBUG] [MAG       ] TD: Last date is validated at 2025-12-03
[2025-12-03T21:01:50.757646] [INFO ] [LOCAL     ] IGIC: Saved forecast.
[2025-12-03T21:01:50.757714] [INFO ] [main      ] IGIC: Signal=1 (Conf=90.0%), Magnitude=2.18% (Conf=65.4739%)
[2025-12-03T21:01:50.758062] [INFO ] [main      ] Progress: 366/965 forecasts completed (37.9%). IGIC finished in 0.7s. ETA: 1m 40s. Rate: 358.74 forecasts/min
[2025-12-03T21:01:50.758200] [INFO ] [main      ] Fetching symbol history for BYD...
[2025-12-03T21:01:50.758242] [DEBUG] [REMOTE    ] BYD: Fetching historical data.
[2025-12-03T21:01:50.771322] [DEBUG] [REMOTE    ] BYD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:50.772165] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 4 features, N/A% accuracy
[2025-12-03T21:01:50.772222] [INFO ] [LOCAL     ] BYD: Loaded 4 optimal features with 41.62% confidence from JSON config
[2025-12-03T21:01:50.772253] [DEBUG] [MAG       ] Building data for symbol: BYD with lookback: 0
[2025-12-03T21:01:50.773490] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:50.773564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:50.778525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:50.780754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:50.781263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:50.781880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:50.783075] [DEBUG] [MAG       ] MOH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:50.921954] [DEBUG] [MAG       ] SANM: Last date is validated at 2025-12-03
[2025-12-03T21:01:50.929427] [INFO ] [LOCAL     ] MOH: Saved forecast.
[2025-12-03T21:01:50.929501] [INFO ] [main      ] MOH: Signal=1 (Conf=90.0%), Magnitude=5.53% (Conf=49.4823%)
[2025-12-03T21:01:50.929680] [INFO ] [main      ] Fetching symbol history for TFIN...
[2025-12-03T21:01:50.929726] [DEBUG] [REMOTE    ] TFIN: Fetching historical data.
[2025-12-03T21:01:50.930870] [INFO ] [main      ] Progress: 367/965 forecasts completed (38.0%). MOH finished in 0.7s. ETA: 1m 40s. Rate: 358.71 forecasts/min
[2025-12-03T21:01:50.941357] [DEBUG] [REMOTE    ] TFIN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:50.942222] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 5 features, N/A% accuracy
[2025-12-03T21:01:50.942289] [INFO ] [LOCAL     ] TFIN: Loaded 5 optimal features with 48.68% confidence from JSON config
[2025-12-03T21:01:50.942321] [DEBUG] [MAG       ] Building data for symbol: TFIN with lookback: 0
[2025-12-03T21:01:50.943120] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:50.943185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:50.944916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:50.948137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:50.948521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:50.962877] [DEBUG] [MAG       ] TD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:50.986674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:51.035727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:51.056210] [INFO ] [LOCAL     ] TD: Saved forecast.
[2025-12-03T21:01:51.056281] [INFO ] [main      ] TD: Signal=1 (Conf=90.0%), Magnitude=-0.15% (Conf=45.1902%)
[2025-12-03T21:01:51.056636] [INFO ] [main      ] Fetching symbol history for SRI...
[2025-12-03T21:01:51.056687] [DEBUG] [REMOTE    ] SRI: Fetching historical data.
[2025-12-03T21:01:51.056664] [INFO ] [main      ] Progress: 368/965 forecasts completed (38.1%). TD finished in 0.7s. ETA: 1m 40s. Rate: 358.95 forecasts/min
[2025-12-03T21:01:51.067670] [DEBUG] [REMOTE    ] SRI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:51.068489] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 5 features, N/A% accuracy
[2025-12-03T21:01:51.068539] [INFO ] [LOCAL     ] SRI: Loaded 5 optimal features with 48.84% confidence from JSON config
[2025-12-03T21:01:51.068569] [DEBUG] [MAG       ] Building data for symbol: SRI with lookback: 0
[2025-12-03T21:01:51.069340] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:51.069401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:51.071797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:51.073438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:51.093221] [DEBUG] [MAG       ] SANM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:51.111220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:51.113423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:51.130886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:51.141149] [DEBUG] [MAG       ] BYD: Last date is validated at 2025-12-03
[2025-12-03T21:01:51.230681] [INFO ] [LOCAL     ] SANM: Saved forecast.
[2025-12-03T21:01:51.230748] [INFO ] [main      ] SANM: Signal=1 (Conf=90.0%), Magnitude=-2.95% (Conf=46.8081%)
[2025-12-03T21:01:51.231107] [INFO ] [main      ] Fetching symbol history for DTIL...
[2025-12-03T21:01:51.231159] [DEBUG] [REMOTE    ] DTIL: Fetching historical data.
[2025-12-03T21:01:51.231669] [INFO ] [main      ] Progress: 369/965 forecasts completed (38.2%). SANM finished in 0.7s. ETA: 1m 40s. Rate: 358.90 forecasts/min
[2025-12-03T21:01:51.242243] [DEBUG] [REMOTE    ] DTIL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:51.243222] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 2 features, N/A% accuracy
[2025-12-03T21:01:51.243287] [INFO ] [LOCAL     ] DTIL: Loaded 2 optimal features with 55.74% confidence from JSON config
[2025-12-03T21:01:51.243320] [DEBUG] [MAG       ] Building data for symbol: DTIL with lookback: 0
[2025-12-03T21:01:51.244110] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:51.244168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:51.248946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:51.250225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:51.315291] [DEBUG] [MAG       ] BYD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:51.370538] [DEBUG] [MAG       ] TFIN: Last date is validated at 2025-12-03
[2025-12-03T21:01:51.410474] [INFO ] [LOCAL     ] BYD: Saved forecast.
[2025-12-03T21:01:51.410541] [INFO ] [main      ] BYD: Signal=1 (Conf=90.0%), Magnitude=0.33% (Conf=41.621%)
[2025-12-03T21:01:51.410897] [INFO ] [main      ] Progress: 370/965 forecasts completed (38.3%). BYD finished in 0.7s. ETA: 1m 39s. Rate: 358.83 forecasts/min
[2025-12-03T21:01:51.411013] [INFO ] [main      ] Fetching symbol history for AVB...
[2025-12-03T21:01:51.411055] [DEBUG] [REMOTE    ] AVB: Fetching historical data.
[2025-12-03T21:01:51.422766] [DEBUG] [REMOTE    ] AVB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:51.424412] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 5 features, N/A% accuracy
[2025-12-03T21:01:51.424473] [INFO ] [LOCAL     ] AVB: Loaded 5 optimal features with 64.11% confidence from JSON config
[2025-12-03T21:01:51.424504] [DEBUG] [MAG       ] Building data for symbol: AVB with lookback: 0
[2025-12-03T21:01:51.425403] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:51.425466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:51.430393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:51.432334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:51.432842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:51.433245] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:51.434140] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:51.470854] [DEBUG] [MAG       ] SRI: Last date is validated at 2025-12-03
[2025-12-03T21:01:51.539105] [DEBUG] [MAG       ] TFIN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:51.598184] [DEBUG] [MAG       ] DTIL: Last date is validated at 2025-12-03
[2025-12-03T21:01:51.644657] [DEBUG] [MAG       ] SRI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:51.645371] [INFO ] [LOCAL     ] TFIN: Saved forecast.
[2025-12-03T21:01:51.645437] [INFO ] [main      ] TFIN: Signal=1 (Conf=90.0%), Magnitude=2.82% (Conf=48.6796%)
[2025-12-03T21:01:51.645878] [INFO ] [main      ] Fetching symbol history for VECO...
[2025-12-03T21:01:51.645929] [DEBUG] [REMOTE    ] VECO: Fetching historical data.
[2025-12-03T21:01:51.646681] [INFO ] [main      ] Progress: 371/965 forecasts completed (38.4%). TFIN finished in 0.7s. ETA: 1m 39s. Rate: 358.44 forecasts/min
[2025-12-03T21:01:51.657190] [DEBUG] [REMOTE    ] VECO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:51.658097] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 2 features, N/A% accuracy
[2025-12-03T21:01:51.658150] [INFO ] [LOCAL     ] VECO: Loaded 2 optimal features with 50.93% confidence from JSON config
[2025-12-03T21:01:51.658184] [DEBUG] [MAG       ] Building data for symbol: VECO with lookback: 0
[2025-12-03T21:01:51.658967] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:51.659024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:51.660603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:51.661394] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:51.720900] [INFO ] [LOCAL     ] SRI: Saved forecast.
[2025-12-03T21:01:51.720975] [INFO ] [main      ] SRI: Signal=1 (Conf=90.0%), Magnitude=0.42% (Conf=48.8376%)
[2025-12-03T21:01:51.721136] [INFO ] [main      ] Fetching symbol history for CWCO...
[2025-12-03T21:01:51.721188] [DEBUG] [REMOTE    ] CWCO: Fetching historical data.
[2025-12-03T21:01:51.722656] [INFO ] [main      ] Progress: 372/965 forecasts completed (38.5%). SRI finished in 0.7s. ETA: 1m 39s. Rate: 358.96 forecasts/min
[2025-12-03T21:01:51.732825] [DEBUG] [REMOTE    ] CWCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:51.733970] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 1 features, N/A% accuracy
[2025-12-03T21:01:51.734032] [INFO ] [LOCAL     ] CWCO: Loaded 1 optimal features with 47.40% confidence from JSON config
[2025-12-03T21:01:51.734071] [DEBUG] [MAG       ] Building data for symbol: CWCO with lookback: 0
[2025-12-03T21:01:51.734937] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:51.734996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:51.786362] [DEBUG] [MAG       ] DTIL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:51.796215] [DEBUG] [MAG       ] AVB: Last date is validated at 2025-12-03
[2025-12-03T21:01:51.844375] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:51.850265] [INFO ] [LOCAL     ] DTIL: Saved forecast.
[2025-12-03T21:01:51.850328] [INFO ] [main      ] DTIL: Signal=1 (Conf=90.0%), Magnitude=5.61% (Conf=55.7434%)
[2025-12-03T21:01:51.850671] [INFO ] [main      ] Fetching symbol history for RES...
[2025-12-03T21:01:51.850720] [DEBUG] [REMOTE    ] RES: Fetching historical data.
[2025-12-03T21:01:51.851643] [INFO ] [main      ] Progress: 373/965 forecasts completed (38.7%). DTIL finished in 0.6s. ETA: 1m 39s. Rate: 359.18 forecasts/min
[2025-12-03T21:01:51.862198] [DEBUG] [REMOTE    ] RES: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:51.862983] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, N/A% accuracy
[2025-12-03T21:01:51.863039] [INFO ] [LOCAL     ] RES: Loaded 4 optimal features with 47.36% confidence from JSON config
[2025-12-03T21:01:51.863070] [DEBUG] [MAG       ] Building data for symbol: RES with lookback: 0
[2025-12-03T21:01:51.863905] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:51.863966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:51.865680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:51.866175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:51.866568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:51.872438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:51.968034] [DEBUG] [MAG       ] AVB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:52.007935] [DEBUG] [MAG       ] VECO: Last date is validated at 2025-12-03
[2025-12-03T21:01:52.073863] [INFO ] [LOCAL     ] AVB: Saved forecast.
[2025-12-03T21:01:52.073928] [INFO ] [main      ] AVB: Signal=1 (Conf=90.0%), Magnitude=0.12% (Conf=64.1105%)
[2025-12-03T21:01:52.074228] [INFO ] [main      ] Fetching symbol history for TBB...
[2025-12-03T21:01:52.074275] [DEBUG] [REMOTE    ] TBB: Fetching historical data.
[2025-12-03T21:01:52.075139] [INFO ] [main      ] Progress: 374/965 forecasts completed (38.8%). AVB finished in 0.7s. ETA: 1m 39s. Rate: 358.86 forecasts/min
[2025-12-03T21:01:52.085511] [DEBUG] [REMOTE    ] TBB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:52.086514] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 7 features, N/A% accuracy
[2025-12-03T21:01:52.086567] [INFO ] [LOCAL     ] TBB: Loaded 7 optimal features with 56.08% confidence from JSON config
[2025-12-03T21:01:52.086619] [DEBUG] [MAG       ] Building data for symbol: TBB with lookback: 0
[2025-12-03T21:01:52.087392] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:52.087452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:52.092604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:52.094421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:52.094901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:52.095288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:52.096129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:52.098509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:52.099150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:52.182036] [DEBUG] [MAG       ] CWCO: Last date is validated at 2025-12-03
[2025-12-03T21:01:52.216853] [DEBUG] [MAG       ] RES: Last date is validated at 2025-12-03
[2025-12-03T21:01:52.242728] [DEBUG] [MAG       ] VECO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:52.319533] [INFO ] [LOCAL     ] VECO: Saved forecast.
[2025-12-03T21:01:52.319615] [INFO ] [main      ] VECO: Signal=1 (Conf=90.0%), Magnitude=4.56% (Conf=50.9345%)
[2025-12-03T21:01:52.319774] [INFO ] [main      ] Fetching symbol history for APO...
[2025-12-03T21:01:52.319818] [DEBUG] [REMOTE    ] APO: Fetching historical data.
[2025-12-03T21:01:52.320836] [INFO ] [main      ] Progress: 375/965 forecasts completed (38.9%). VECO finished in 0.7s. ETA: 1m 39s. Rate: 358.41 forecasts/min
[2025-12-03T21:01:52.332533] [DEBUG] [REMOTE    ] APO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:52.333339] [DEBUG] [LOCAL     ] Loaded configuration for APO: 3 features, N/A% accuracy
[2025-12-03T21:01:52.333393] [INFO ] [LOCAL     ] APO: Loaded 3 optimal features with 57.05% confidence from JSON config
[2025-12-03T21:01:52.333426] [DEBUG] [MAG       ] Building data for symbol: APO with lookback: 0
[2025-12-03T21:01:52.334273] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:52.334346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:52.339440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:52.341964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:52.352078] [DEBUG] [MAG       ] CWCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:52.389822] [DEBUG] [MAG       ] RES: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:52.419928] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:52.424040] [INFO ] [LOCAL     ] CWCO: Saved forecast.
[2025-12-03T21:01:52.424106] [INFO ] [main      ] CWCO: Signal=1 (Conf=90.0%), Magnitude=2.40% (Conf=47.3983%)
[2025-12-03T21:01:52.424450] [INFO ] [main      ] Fetching symbol history for AMZD...
[2025-12-03T21:01:52.424499] [DEBUG] [REMOTE    ] AMZD: Fetching historical data.
[2025-12-03T21:01:52.424661] [INFO ] [main      ] Progress: 376/965 forecasts completed (39.0%). CWCO finished in 0.7s. ETA: 1m 39s. Rate: 358.77 forecasts/min
[2025-12-03T21:01:52.436029] [DEBUG] [REMOTE    ] AMZD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:52.436845] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 9 features, N/A% accuracy
[2025-12-03T21:01:52.436895] [INFO ] [LOCAL     ] AMZD: Loaded 9 optimal features with 56.97% confidence from JSON config
[2025-12-03T21:01:52.436926] [DEBUG] [MAG       ] Building data for symbol: AMZD with lookback: 0
[2025-12-03T21:01:52.437708] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:52.437770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:52.442558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:52.444357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:52.444856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:52.445287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:52.445686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:52.446408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:52.447202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:52.448019] [INFO ] [LOCAL     ] RES: Saved forecast.
[2025-12-03T21:01:52.448101] [INFO ] [main      ] RES: Signal=1 (Conf=90.0%), Magnitude=5.11% (Conf=47.3624%)
[2025-12-03T21:01:52.448432] [INFO ] [main      ] Fetching symbol history for QVCC...
[2025-12-03T21:01:52.448482] [DEBUG] [REMOTE    ] QVCC: Fetching historical data.
[2025-12-03T21:01:52.449625] [INFO ] [main      ] Progress: 377/965 forecasts completed (39.1%). RES finished in 0.6s. ETA: 1m 38s. Rate: 359.59 forecasts/min
[2025-12-03T21:01:52.460163] [DEBUG] [REMOTE    ] QVCC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:52.460951] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 6 features, N/A% accuracy
[2025-12-03T21:01:52.461001] [INFO ] [LOCAL     ] QVCC: Loaded 6 optimal features with 55.81% confidence from JSON config
[2025-12-03T21:01:52.461032] [DEBUG] [MAG       ] Building data for symbol: QVCC with lookback: 0
[2025-12-03T21:01:52.461797] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:52.461856] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:52.462710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:52.463962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:52.465095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:01:52.468084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:52.470552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:52.472240] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:52.494041] [DEBUG] [MAG       ] TBB: Last date is validated at 2025-12-03
[2025-12-03T21:01:52.556310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:52.558656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:52.662716] [DEBUG] [MAG       ] TBB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:52.724666] [INFO ] [LOCAL     ] TBB: Saved forecast.
[2025-12-03T21:01:52.724732] [INFO ] [main      ] TBB: Signal=1 (Conf=90.0%), Magnitude=0.52% (Conf=56.0761%)
[2025-12-03T21:01:52.725058] [INFO ] [main      ] Fetching symbol history for HSAI...
[2025-12-03T21:01:52.725107] [DEBUG] [REMOTE    ] HSAI: Fetching historical data.
[2025-12-03T21:01:52.725660] [INFO ] [main      ] Progress: 378/965 forecasts completed (39.2%). TBB finished in 0.7s. ETA: 1m 38s. Rate: 358.96 forecasts/min
[2025-12-03T21:01:52.736324] [DEBUG] [REMOTE    ] HSAI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:52.737386] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 2 features, N/A% accuracy
[2025-12-03T21:01:52.737437] [INFO ] [LOCAL     ] HSAI: Loaded 2 optimal features with 63.94% confidence from JSON config
[2025-12-03T21:01:52.737468] [DEBUG] [MAG       ] Building data for symbol: HSAI with lookback: 0
[2025-12-03T21:01:52.738277] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:52.738335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:52.739191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:52.778948] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:52.792762] [DEBUG] [MAG       ] APO: Last date is validated at 2025-12-03
[2025-12-03T21:01:52.821008] [DEBUG] [MAG       ] QVCC: Last date is validated at 2025-12-03
[2025-12-03T21:01:52.902432] [DEBUG] [MAG       ] AMZD: Last date is validated at 2025-12-03
[2025-12-03T21:01:52.972038] [DEBUG] [MAG       ] APO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:52.994523] [DEBUG] [MAG       ] QVCC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:53.060319] [INFO ] [LOCAL     ] QVCC: Saved forecast.
[2025-12-03T21:01:53.060382] [INFO ] [main      ] QVCC: Signal=1 (Conf=90.0%), Magnitude=3.41% (Conf=55.8061%)
[2025-12-03T21:01:53.060535] [INFO ] [main      ] Fetching symbol history for CVAC...
[2025-12-03T21:01:53.060593] [DEBUG] [REMOTE    ] CVAC: Fetching historical data.
[2025-12-03T21:01:53.060862] [INFO ] [main      ] Progress: 379/965 forecasts completed (39.3%). QVCC finished in 0.6s. ETA: 1m 38s. Rate: 358.01 forecasts/min
[2025-12-03T21:01:53.068286] [DEBUG] [MAG       ] AMZD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:53.072295] [DEBUG] [REMOTE    ] CVAC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:53.073120] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 9 features, N/A% accuracy
[2025-12-03T21:01:53.073196] [INFO ] [LOCAL     ] CVAC: Loaded 9 optimal features with 53.86% confidence from JSON config
[2025-12-03T21:01:53.073227] [DEBUG] [MAG       ] Building data for symbol: CVAC with lookback: 0
[2025-12-03T21:01:53.074007] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:53.074067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:53.079118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:53.080915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:53.081398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:53.081816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:53.082614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:53.083507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:53.085502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:53.086901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:53.088566] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:53.110691] [INFO ] [LOCAL     ] APO: Saved forecast.
[2025-12-03T21:01:53.110757] [INFO ] [main      ] APO: Signal=1 (Conf=90.0%), Magnitude=-0.01% (Conf=57.0547%)
[2025-12-03T21:01:53.110915] [INFO ] [main      ] Fetching symbol history for AMPL...
[2025-12-03T21:01:53.110958] [DEBUG] [REMOTE    ] AMPL: Fetching historical data.
[2025-12-03T21:01:53.111812] [INFO ] [main      ] Progress: 380/965 forecasts completed (39.4%). APO finished in 0.8s. ETA: 1m 38s. Rate: 358.67 forecasts/min
[2025-12-03T21:01:53.114560] [DEBUG] [MAG       ] HSAI: Last date is validated at 2025-12-03
[2025-12-03T21:01:53.123415] [DEBUG] [REMOTE    ] AMPL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:53.124236] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 3 features, N/A% accuracy
[2025-12-03T21:01:53.124291] [INFO ] [LOCAL     ] AMPL: Loaded 3 optimal features with 54.27% confidence from JSON config
[2025-12-03T21:01:53.124322] [DEBUG] [MAG       ] Building data for symbol: AMPL with lookback: 0
[2025-12-03T21:01:53.125114] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:53.125173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:53.129883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:53.131516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:53.139461] [INFO ] [LOCAL     ] AMZD: Saved forecast.
[2025-12-03T21:01:53.139529] [INFO ] [main      ] AMZD: Signal=1 (Conf=90.0%), Magnitude=0.74% (Conf=56.9688%)
[2025-12-03T21:01:53.139942] [INFO ] [main      ] Progress: 381/965 forecasts completed (39.5%). AMZD finished in 0.7s. ETA: 1m 37s. Rate: 359.46 forecasts/min
[2025-12-03T21:01:53.140078] [INFO ] [main      ] Fetching symbol history for JELD...
[2025-12-03T21:01:53.140120] [DEBUG] [REMOTE    ] JELD: Fetching historical data.
[2025-12-03T21:01:53.145443] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:53.152501] [DEBUG] [REMOTE    ] JELD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:53.153520] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 7 features, N/A% accuracy
[2025-12-03T21:01:53.153592] [INFO ] [LOCAL     ] JELD: Loaded 7 optimal features with 56.55% confidence from JSON config
[2025-12-03T21:01:53.153627] [DEBUG] [MAG       ] Building data for symbol: JELD with lookback: 0
[2025-12-03T21:01:53.154418] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:53.154480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:53.156207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:53.156769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:53.157175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:53.161445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:53.162622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:53.164620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:53.167370] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:53.282078] [DEBUG] [MAG       ] HSAI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:53.366628] [INFO ] [LOCAL     ] HSAI: Saved forecast.
[2025-12-03T21:01:53.366695] [INFO ] [main      ] HSAI: Signal=1 (Conf=90.0%), Magnitude=-1.96% (Conf=63.9359%)
[2025-12-03T21:01:53.367037] [INFO ] [main      ] Fetching symbol history for BRZE...
[2025-12-03T21:01:53.367087] [DEBUG] [REMOTE    ] BRZE: Fetching historical data.
[2025-12-03T21:01:53.368655] [INFO ] [main      ] Progress: 382/965 forecasts completed (39.6%). HSAI finished in 0.6s. ETA: 1m 37s. Rate: 359.11 forecasts/min
[2025-12-03T21:01:53.378175] [DEBUG] [REMOTE    ] BRZE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:53.379179] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 6 features, N/A% accuracy
[2025-12-03T21:01:53.379238] [INFO ] [LOCAL     ] BRZE: Loaded 6 optimal features with 56.40% confidence from JSON config
[2025-12-03T21:01:53.379276] [DEBUG] [MAG       ] Building data for symbol: BRZE with lookback: 0
[2025-12-03T21:01:53.380073] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:53.380133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:53.384867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:53.386567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:53.387324] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:53.388605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:01:53.390833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:53.392130] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:53.427857] [DEBUG] [MAG       ] CVAC: Last date is validated at 2025-12-03
[2025-12-03T21:01:53.482043] [DEBUG] [MAG       ] AMPL: Last date is validated at 2025-12-03
[2025-12-03T21:01:53.530313] [DEBUG] [MAG       ] JELD: Last date is validated at 2025-12-03
[2025-12-03T21:01:53.596419] [DEBUG] [MAG       ] CVAC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:53.648676] [DEBUG] [MAG       ] AMPL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:53.666394] [INFO ] [LOCAL     ] CVAC: Saved forecast.
[2025-12-03T21:01:53.666470] [INFO ] [main      ] CVAC: Signal=1 (Conf=90.0%), Magnitude=-0.75% (Conf=53.8556%)
[2025-12-03T21:01:53.666837] [INFO ] [main      ] Fetching symbol history for EG...
[2025-12-03T21:01:53.666890] [DEBUG] [REMOTE    ] EG: Fetching historical data.
[2025-12-03T21:01:53.668662] [INFO ] [main      ] Progress: 383/965 forecasts completed (39.7%). CVAC finished in 0.6s. ETA: 1m 37s. Rate: 358.36 forecasts/min
[2025-12-03T21:01:53.679814] [DEBUG] [REMOTE    ] EG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:53.680741] [DEBUG] [LOCAL     ] Loaded configuration for EG: 3 features, N/A% accuracy
[2025-12-03T21:01:53.680795] [INFO ] [LOCAL     ] EG: Loaded 3 optimal features with 56.48% confidence from JSON config
[2025-12-03T21:01:53.680826] [DEBUG] [MAG       ] Building data for symbol: EG with lookback: 0
[2025-12-03T21:01:53.681744] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:53.681807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:53.686933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:53.687821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:53.689563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:53.709194] [DEBUG] [MAG       ] JELD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:53.719096] [INFO ] [LOCAL     ] AMPL: Saved forecast.
[2025-12-03T21:01:53.719164] [INFO ] [main      ] AMPL: Signal=1 (Conf=90.0%), Magnitude=1.54% (Conf=54.2686%)
[2025-12-03T21:01:53.719532] [INFO ] [main      ] Progress: 384/965 forecasts completed (39.8%). AMPL finished in 0.6s. ETA: 1m 37s. Rate: 359.01 forecasts/min
[2025-12-03T21:01:53.719679] [INFO ] [main      ] Fetching symbol history for SUPN...
[2025-12-03T21:01:53.719724] [DEBUG] [REMOTE    ] SUPN: Fetching historical data.
[2025-12-03T21:01:53.728818] [DEBUG] [MAG       ] BRZE: Last date is validated at 2025-12-03
[2025-12-03T21:01:53.732682] [DEBUG] [REMOTE    ] SUPN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:53.733504] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 9 features, N/A% accuracy
[2025-12-03T21:01:53.733561] [INFO ] [LOCAL     ] SUPN: Loaded 9 optimal features with 54.04% confidence from JSON config
[2025-12-03T21:01:53.733616] [DEBUG] [MAG       ] Building data for symbol: SUPN with lookback: 0
[2025-12-03T21:01:53.734407] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:53.734472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:53.739426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:53.741244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:53.741732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:53.742127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:53.742875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:53.782208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:53.783978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:53.787085] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:53.789183] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:53.793982] [INFO ] [LOCAL     ] JELD: Saved forecast.
[2025-12-03T21:01:53.794065] [INFO ] [main      ] JELD: Signal=1 (Conf=90.0%), Magnitude=-5.53% (Conf=56.5528%)
[2025-12-03T21:01:53.794443] [INFO ] [main      ] Fetching symbol history for PFD...
[2025-12-03T21:01:53.794493] [DEBUG] [REMOTE    ] PFD: Fetching historical data.
[2025-12-03T21:01:53.795673] [INFO ] [main      ] Progress: 385/965 forecasts completed (39.9%). JELD finished in 0.7s. ETA: 1m 37s. Rate: 359.52 forecasts/min
[2025-12-03T21:01:53.807269] [DEBUG] [REMOTE    ] PFD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:53.808191] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 3 features, N/A% accuracy
[2025-12-03T21:01:53.808244] [INFO ] [LOCAL     ] PFD: Loaded 3 optimal features with 37.59% confidence from JSON config
[2025-12-03T21:01:53.808275] [DEBUG] [MAG       ] Building data for symbol: PFD with lookback: 0
[2025-12-03T21:01:53.809138] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:53.809204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:53.810961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:53.811471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:53.814368] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:53.897308] [DEBUG] [MAG       ] BRZE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:53.985517] [INFO ] [LOCAL     ] BRZE: Saved forecast.
[2025-12-03T21:01:53.985599] [INFO ] [main      ] BRZE: Signal=1 (Conf=90.0%), Magnitude=1.08% (Conf=56.3953%)
[2025-12-03T21:01:53.985955] [INFO ] [main      ] Fetching symbol history for DHI...
[2025-12-03T21:01:53.986003] [DEBUG] [REMOTE    ] DHI: Fetching historical data.
[2025-12-03T21:01:53.987663] [INFO ] [main      ] Progress: 386/965 forecasts completed (40.0%). BRZE finished in 0.6s. ETA: 1m 37s. Rate: 359.38 forecasts/min
[2025-12-03T21:01:53.997448] [DEBUG] [REMOTE    ] DHI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:53.998502] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 5 features, N/A% accuracy
[2025-12-03T21:01:53.998554] [INFO ] [LOCAL     ] DHI: Loaded 5 optimal features with 50.77% confidence from JSON config
[2025-12-03T21:01:53.998602] [DEBUG] [MAG       ] Building data for symbol: DHI with lookback: 0
[2025-12-03T21:01:53.999374] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:53.999433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:54.004149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:54.005912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:54.006378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:54.039619] [DEBUG] [MAG       ] EG: Last date is validated at 2025-12-03
[2025-12-03T21:01:54.112796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:54.115587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:54.133736] [DEBUG] [MAG       ] SUPN: Last date is validated at 2025-12-03
[2025-12-03T21:01:54.169188] [DEBUG] [MAG       ] PFD: Last date is validated at 2025-12-03
[2025-12-03T21:01:54.206720] [DEBUG] [MAG       ] EG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:54.299079] [DEBUG] [MAG       ] SUPN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:54.345851] [INFO ] [LOCAL     ] EG: Saved forecast.
[2025-12-03T21:01:54.345918] [INFO ] [main      ] EG: Signal=1 (Conf=90.0%), Magnitude=0.91% (Conf=56.4812%)
[2025-12-03T21:01:54.346305] [INFO ] [main      ] Fetching symbol history for NVDD...
[2025-12-03T21:01:54.346357] [DEBUG] [REMOTE    ] NVDD: Fetching historical data.
[2025-12-03T21:01:54.347345] [INFO ] [main      ] Progress: 387/965 forecasts completed (40.1%). EG finished in 0.7s. ETA: 1m 37s. Rate: 358.31 forecasts/min
[2025-12-03T21:01:54.347749] [DEBUG] [MAG       ] PFD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:54.357781] [DEBUG] [REMOTE    ] NVDD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:54.358744] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 5 features, N/A% accuracy
[2025-12-03T21:01:54.358796] [INFO ] [LOCAL     ] NVDD: Loaded 5 optimal features with 76.28% confidence from JSON config
[2025-12-03T21:01:54.358827] [DEBUG] [MAG       ] Building data for symbol: NVDD with lookback: 0
[2025-12-03T21:01:54.359624] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:54.359685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:54.364641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:54.365601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:54.368021] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:54.369741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:54.370425] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:54.398007] [INFO ] [LOCAL     ] SUPN: Saved forecast.
[2025-12-03T21:01:54.398105] [INFO ] [main      ] SUPN: Signal=1 (Conf=90.0%), Magnitude=-0.44% (Conf=54.0423%)
[2025-12-03T21:01:54.398269] [INFO ] [main      ] Fetching symbol history for CVEO...
[2025-12-03T21:01:54.398312] [DEBUG] [REMOTE    ] CVEO: Fetching historical data.
[2025-12-03T21:01:54.398975] [INFO ] [main      ] Progress: 388/965 forecasts completed (40.2%). SUPN finished in 0.7s. ETA: 1m 36s. Rate: 358.95 forecasts/min
[2025-12-03T21:01:54.405229] [INFO ] [LOCAL     ] PFD: Saved forecast.
[2025-12-03T21:01:54.405295] [INFO ] [main      ] PFD: Signal=1 (Conf=90.0%), Magnitude=0.03% (Conf=37.5869%)
[2025-12-03T21:01:54.405679] [INFO ] [main      ] Fetching symbol history for ED...
[2025-12-03T21:01:54.405731] [DEBUG] [REMOTE    ] ED: Fetching historical data.
[2025-12-03T21:01:54.405704] [INFO ] [main      ] Progress: 389/965 forecasts completed (40.3%). PFD finished in 0.6s. ETA: 1m 36s. Rate: 359.84 forecasts/min
[2025-12-03T21:01:54.409938] [DEBUG] [REMOTE    ] CVEO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:54.410990] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 2 features, N/A% accuracy
[2025-12-03T21:01:54.411048] [INFO ] [LOCAL     ] CVEO: Loaded 2 optimal features with 53.43% confidence from JSON config
[2025-12-03T21:01:54.414608] [DEBUG] [MAG       ] Building data for symbol: CVEO with lookback: 0
[2025-12-03T21:01:54.415473] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:54.415533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:54.417191] [DEBUG] [REMOTE    ] ED: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:54.418193] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, N/A% accuracy
[2025-12-03T21:01:54.418252] [INFO ] [LOCAL     ] ED: Loaded 3 optimal features with 64.92% confidence from JSON config
[2025-12-03T21:01:54.418286] [DEBUG] [MAG       ] Building data for symbol: ED with lookback: 0
[2025-12-03T21:01:54.419109] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:54.419175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:54.420316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:54.421267] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:54.424161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:01:54.426143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:54.427360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:54.449209] [DEBUG] [MAG       ] DHI: Last date is validated at 2025-12-03
[2025-12-03T21:01:54.618348] [DEBUG] [MAG       ] DHI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:54.743024] [INFO ] [LOCAL     ] DHI: Saved forecast.
[2025-12-03T21:01:54.743089] [INFO ] [main      ] DHI: Signal=1 (Conf=90.0%), Magnitude=5.09% (Conf=50.7726%)
[2025-12-03T21:01:54.743664] [INFO ] [main      ] Fetching symbol history for SLN...
[2025-12-03T21:01:54.743716] [DEBUG] [REMOTE    ] SLN: Fetching historical data.
[2025-12-03T21:01:54.744653] [INFO ] [main      ] Progress: 390/965 forecasts completed (40.4%). DHI finished in 0.8s. ETA: 1m 36s. Rate: 358.89 forecasts/min
[2025-12-03T21:01:54.755381] [DEBUG] [REMOTE    ] SLN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:54.756430] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, N/A% accuracy
[2025-12-03T21:01:54.756487] [INFO ] [LOCAL     ] SLN: Loaded 4 optimal features with 48.35% confidence from JSON config
[2025-12-03T21:01:54.756517] [DEBUG] [MAG       ] Building data for symbol: SLN with lookback: 0
[2025-12-03T21:01:54.757312] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:54.757286] [DEBUG] [MAG       ] CVEO: Last date is validated at 2025-12-03
[2025-12-03T21:01:54.757370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:54.759074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:54.759563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:54.760007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:54.762335] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:54.776432] [DEBUG] [MAG       ] NVDD: Last date is validated at 2025-12-03
[2025-12-03T21:01:54.791415] [DEBUG] [MAG       ] ED: Last date is validated at 2025-12-03
[2025-12-03T21:01:54.924119] [DEBUG] [MAG       ] CVEO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:54.948610] [DEBUG] [MAG       ] NVDD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:54.968212] [DEBUG] [MAG       ] ED: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:55.005569] [INFO ] [LOCAL     ] CVEO: Saved forecast.
[2025-12-03T21:01:55.005654] [INFO ] [main      ] CVEO: Signal=1 (Conf=90.0%), Magnitude=3.90% (Conf=53.4251%)
[2025-12-03T21:01:55.006033] [INFO ] [main      ] Fetching symbol history for ELVA...
[2025-12-03T21:01:55.006082] [DEBUG] [REMOTE    ] ELVA: Fetching historical data.
[2025-12-03T21:01:55.006184] [INFO ] [main      ] Progress: 391/965 forecasts completed (40.5%). CVEO finished in 0.6s. ETA: 1m 36s. Rate: 358.37 forecasts/min
[2025-12-03T21:01:55.017171] [DEBUG] [REMOTE    ] ELVA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:55.018079] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, N/A% accuracy
[2025-12-03T21:01:55.018130] [INFO ] [LOCAL     ] ELVA: Loaded 4 optimal features with 46.25% confidence from JSON config
[2025-12-03T21:01:55.018161] [DEBUG] [MAG       ] Building data for symbol: ELVA with lookback: 0
[2025-12-03T21:01:55.018935] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:55.018993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:55.020701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:55.021185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:55.021563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:55.022440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:55.059971] [INFO ] [LOCAL     ] NVDD: Saved forecast.
[2025-12-03T21:01:55.060041] [INFO ] [main      ] NVDD: Signal=1 (Conf=90.0%), Magnitude=-3.70% (Conf=76.28%)
[2025-12-03T21:01:55.060384] [INFO ] [main      ] Fetching symbol history for WGO...
[2025-12-03T21:01:55.060442] [DEBUG] [REMOTE    ] WGO: Fetching historical data.
[2025-12-03T21:01:55.061397] [INFO ] [main      ] Progress: 392/965 forecasts completed (40.6%). NVDD finished in 0.7s. ETA: 1m 36s. Rate: 358.99 forecasts/min
[2025-12-03T21:01:55.061479] [INFO ] [LOCAL     ] ED: Saved forecast.
[2025-12-03T21:01:55.061545] [INFO ] [main      ] ED: Signal=1 (Conf=90.0%), Magnitude=-0.45% (Conf=64.9168%)
[2025-12-03T21:01:55.061954] [INFO ] [main      ] Progress: 393/965 forecasts completed (40.7%). ED finished in 0.7s. ETA: 1m 35s. Rate: 359.90 forecasts/min
[2025-12-03T21:01:55.062091] [INFO ] [main      ] Fetching symbol history for SDA...
[2025-12-03T21:01:55.062142] [DEBUG] [REMOTE    ] SDA: Fetching historical data.
[2025-12-03T21:01:55.072543] [DEBUG] [REMOTE    ] WGO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:55.073725] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, N/A% accuracy
[2025-12-03T21:01:55.073782] [INFO ] [LOCAL     ] WGO: Loaded 3 optimal features with 42.90% confidence from JSON config
[2025-12-03T21:01:55.073815] [DEBUG] [MAG       ] Building data for symbol: WGO with lookback: 0
[2025-12-03T21:01:55.074610] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:55.074592] [DEBUG] [REMOTE    ] SDA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:55.074671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:55.075465] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 2 features, N/A% accuracy
[2025-12-03T21:01:55.075526] [INFO ] [LOCAL     ] SDA: Loaded 2 optimal features with 52.26% confidence from JSON config
[2025-12-03T21:01:55.075557] [DEBUG] [MAG       ] Building data for symbol: SDA with lookback: 0
[2025-12-03T21:01:55.076392] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:55.076456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:55.079598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:55.081659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:55.083822] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:55.098788] [DEBUG] [MAG       ] SLN: Last date is validated at 2025-12-03
[2025-12-03T21:01:55.159535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:01:55.160408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:55.268871] [DEBUG] [MAG       ] SLN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:55.340803] [INFO ] [LOCAL     ] SLN: Saved forecast.
[2025-12-03T21:01:55.340867] [INFO ] [main      ] SLN: Signal=1 (Conf=90.0%), Magnitude=6.43% (Conf=48.352%)
[2025-12-03T21:01:55.341222] [INFO ] [main      ] Fetching symbol history for ELME...
[2025-12-03T21:01:55.341271] [DEBUG] [REMOTE    ] ELME: Fetching historical data.
[2025-12-03T21:01:55.341671] [INFO ] [main      ] Progress: 394/965 forecasts completed (40.8%). SLN finished in 0.6s. ETA: 1m 35s. Rate: 359.28 forecasts/min
[2025-12-03T21:01:55.353487] [DEBUG] [REMOTE    ] ELME: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:55.355183] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 5 features, N/A% accuracy
[2025-12-03T21:01:55.355235] [INFO ] [LOCAL     ] ELME: Loaded 5 optimal features with 51.44% confidence from JSON config
[2025-12-03T21:01:55.355269] [DEBUG] [MAG       ] Building data for symbol: ELME with lookback: 0
[2025-12-03T21:01:55.356054] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:55.356113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:55.357783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:55.358289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:55.358696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:55.361252] [DEBUG] [MAG       ] ELVA: Last date is validated at 2025-12-03
[2025-12-03T21:01:55.441446] [DEBUG] [MAG       ] SDA: Last date is validated at 2025-12-03
[2025-12-03T21:01:55.467110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:55.502965] [DEBUG] [MAG       ] WGO: Last date is validated at 2025-12-03
[2025-12-03T21:01:55.506531] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:55.527514] [DEBUG] [MAG       ] ELVA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:55.586009] [INFO ] [LOCAL     ] ELVA: Saved forecast.
[2025-12-03T21:01:55.586081] [INFO ] [main      ] ELVA: Signal=1 (Conf=90.0%), Magnitude=-1.81% (Conf=46.2536%)
[2025-12-03T21:01:55.586439] [INFO ] [main      ] Fetching symbol history for BAP...
[2025-12-03T21:01:55.586487] [DEBUG] [REMOTE    ] BAP: Fetching historical data.
[2025-12-03T21:01:55.587651] [INFO ] [main      ] Progress: 395/965 forecasts completed (40.9%). ELVA finished in 0.6s. ETA: 1m 35s. Rate: 358.85 forecasts/min
[2025-12-03T21:01:55.597857] [DEBUG] [REMOTE    ] BAP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:55.598847] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 10 features, N/A% accuracy
[2025-12-03T21:01:55.598902] [INFO ] [LOCAL     ] BAP: Loaded 10 optimal features with 50.15% confidence from JSON config
[2025-12-03T21:01:55.598934] [DEBUG] [MAG       ] Building data for symbol: BAP with lookback: 0
[2025-12-03T21:01:55.599717] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:55.599780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:55.604459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:55.606211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:55.606692] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:55.606941] [DEBUG] [MAG       ] SDA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:55.607069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:55.607969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:01:55.608662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:55.609719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:01:55.610798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:55.611222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:55.613141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:55.671670] [DEBUG] [MAG       ] WGO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:55.676475] [INFO ] [LOCAL     ] SDA: Saved forecast.
[2025-12-03T21:01:55.676549] [INFO ] [main      ] SDA: Signal=1 (Conf=90.0%), Magnitude=-2.68% (Conf=52.2565%)
[2025-12-03T21:01:55.676724] [INFO ] [main      ] Fetching symbol history for SCM...
[2025-12-03T21:01:55.676768] [DEBUG] [REMOTE    ] SCM: Fetching historical data.
[2025-12-03T21:01:55.677760] [INFO ] [main      ] Progress: 396/965 forecasts completed (41.0%). SDA finished in 0.6s. ETA: 1m 35s. Rate: 359.27 forecasts/min
[2025-12-03T21:01:55.688352] [DEBUG] [REMOTE    ] SCM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:55.689524] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 7 features, N/A% accuracy
[2025-12-03T21:01:55.689605] [INFO ] [LOCAL     ] SCM: Loaded 7 optimal features with 59.74% confidence from JSON config
[2025-12-03T21:01:55.689638] [DEBUG] [MAG       ] Building data for symbol: SCM with lookback: 0
[2025-12-03T21:01:55.690391] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:55.690451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:55.692106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:55.692628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:55.693008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:55.760017] [INFO ] [LOCAL     ] WGO: Saved forecast.
[2025-12-03T21:01:55.760083] [INFO ] [main      ] WGO: Signal=1 (Conf=90.0%), Magnitude=5.40% (Conf=42.9021%)
[2025-12-03T21:01:55.760406] [INFO ] [main      ] Fetching symbol history for KBWD...
[2025-12-03T21:01:55.760455] [DEBUG] [REMOTE    ] KBWD: Fetching historical data.
[2025-12-03T21:01:55.760661] [INFO ] [main      ] Progress: 397/965 forecasts completed (41.1%). WGO finished in 0.7s. ETA: 1m 35s. Rate: 359.73 forecasts/min
[2025-12-03T21:01:55.766949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:55.771297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:55.771925] [DEBUG] [REMOTE    ] KBWD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:55.772802] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, N/A% accuracy
[2025-12-03T21:01:55.772859] [INFO ] [LOCAL     ] KBWD: Loaded 3 optimal features with 61.77% confidence from JSON config
[2025-12-03T21:01:55.772891] [DEBUG] [MAG       ] Building data for symbol: KBWD with lookback: 0
[2025-12-03T21:01:55.773693] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:01:55.773711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:55.773753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:55.774473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:55.774733] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:55.775335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:55.777851] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:55.840614] [DEBUG] [MAG       ] ELME: Last date is validated at 2025-12-03
[2025-12-03T21:01:55.947785] [DEBUG] [MAG       ] BAP: Last date is validated at 2025-12-03
[2025-12-03T21:01:56.008612] [DEBUG] [MAG       ] ELME: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:56.072275] [INFO ] [LOCAL     ] ELME: Saved forecast.
[2025-12-03T21:01:56.072348] [INFO ] [main      ] ELME: Signal=1 (Conf=90.0%), Magnitude=-0.15% (Conf=51.4368%)
[2025-12-03T21:01:56.072717] [INFO ] [main      ] Fetching symbol history for FOXA...
[2025-12-03T21:01:56.072767] [DEBUG] [REMOTE    ] FOXA: Fetching historical data.
[2025-12-03T21:01:56.074673] [INFO ] [main      ] Progress: 398/965 forecasts completed (41.2%). ELME finished in 0.7s. ETA: 1m 35s. Rate: 358.93 forecasts/min
[2025-12-03T21:01:56.084060] [DEBUG] [REMOTE    ] FOXA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:56.084948] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 9 features, N/A% accuracy
[2025-12-03T21:01:56.085003] [INFO ] [LOCAL     ] FOXA: Loaded 9 optimal features with 53.31% confidence from JSON config
[2025-12-03T21:01:56.085034] [DEBUG] [MAG       ] Building data for symbol: FOXA with lookback: 0
[2025-12-03T21:01:56.085869] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:56.085931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:56.090706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:56.092448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:56.092923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:56.093347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:56.093755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:56.096051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:01:56.096822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:56.098301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:56.101999] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:56.106548] [DEBUG] [MAG       ] SCM: Last date is validated at 2025-12-03
[2025-12-03T21:01:56.117950] [DEBUG] [MAG       ] BAP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:56.121038] [DEBUG] [MAG       ] KBWD: Last date is validated at 2025-12-03
[2025-12-03T21:01:56.245181] [INFO ] [LOCAL     ] BAP: Saved forecast.
[2025-12-03T21:01:56.245247] [INFO ] [main      ] BAP: Signal=1 (Conf=90.0%), Magnitude=1.01% (Conf=50.152%)
[2025-12-03T21:01:56.245407] [INFO ] [main      ] Fetching symbol history for GSL...
[2025-12-03T21:01:56.245450] [DEBUG] [REMOTE    ] GSL: Fetching historical data.
[2025-12-03T21:01:56.246644] [INFO ] [main      ] Progress: 399/965 forecasts completed (41.3%). BAP finished in 0.7s. ETA: 1m 35s. Rate: 358.91 forecasts/min
[2025-12-03T21:01:56.257035] [DEBUG] [REMOTE    ] GSL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:56.258139] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 2 features, N/A% accuracy
[2025-12-03T21:01:56.258191] [INFO ] [LOCAL     ] GSL: Loaded 2 optimal features with 49.41% confidence from JSON config
[2025-12-03T21:01:56.258222] [DEBUG] [MAG       ] Building data for symbol: GSL with lookback: 0
[2025-12-03T21:01:56.259004] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:01:56.259062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:56.263746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:56.265396] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:56.271536] [DEBUG] [MAG       ] SCM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:56.292508] [DEBUG] [MAG       ] KBWD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:56.332481] [INFO ] [LOCAL     ] SCM: Saved forecast.
[2025-12-03T21:01:56.332548] [INFO ] [main      ] SCM: Signal=1 (Conf=90.0%), Magnitude=3.41% (Conf=59.7414%)
[2025-12-03T21:01:56.332910] [INFO ] [main      ] Progress: 400/965 forecasts completed (41.5%). SCM finished in 0.7s. ETA: 1m 34s. Rate: 359.34 forecasts/min
[2025-12-03T21:01:56.333028] [INFO ] [main      ] Fetching symbol history for AVK...
[2025-12-03T21:01:56.333069] [DEBUG] [REMOTE    ] AVK: Fetching historical data.
[2025-12-03T21:01:56.344293] [DEBUG] [REMOTE    ] AVK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:56.345320] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 1 features, N/A% accuracy
[2025-12-03T21:01:56.345370] [INFO ] [LOCAL     ] AVK: Loaded 1 optimal features with 46.06% confidence from JSON config
[2025-12-03T21:01:56.345401] [DEBUG] [MAG       ] Building data for symbol: AVK with lookback: 0
[2025-12-03T21:01:56.346177] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:01:56.346235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:56.351053] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:56.354431] [INFO ] [LOCAL     ] KBWD: Saved forecast.
[2025-12-03T21:01:56.354498] [INFO ] [main      ] KBWD: Signal=1 (Conf=90.0%), Magnitude=1.99% (Conf=61.7668%)
[2025-12-03T21:01:56.354701] [INFO ] [main      ] Fetching symbol history for EVAX...
[2025-12-03T21:01:56.354754] [DEBUG] [REMOTE    ] EVAX: Fetching historical data.
[2025-12-03T21:01:56.355857] [INFO ] [main      ] Progress: 401/965 forecasts completed (41.6%). KBWD finished in 0.6s. ETA: 1m 34s. Rate: 360.11 forecasts/min
[2025-12-03T21:01:56.366754] [DEBUG] [REMOTE    ] EVAX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:56.367754] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 6 features, N/A% accuracy
[2025-12-03T21:01:56.367808] [INFO ] [LOCAL     ] EVAX: Loaded 6 optimal features with 53.24% confidence from JSON config
[2025-12-03T21:01:56.367841] [DEBUG] [MAG       ] Building data for symbol: EVAX with lookback: 0
[2025-12-03T21:01:56.368724] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:56.368787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:56.373883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:56.375811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:56.376312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:56.376771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:56.377178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:56.378347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:56.439403] [DEBUG] [MAG       ] FOXA: Last date is validated at 2025-12-03
[2025-12-03T21:01:56.601541] [DEBUG] [MAG       ] GSL: Last date is validated at 2025-12-03
[2025-12-03T21:01:56.608397] [DEBUG] [MAG       ] FOXA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:56.683786] [DEBUG] [MAG       ] AVK: Last date is validated at 2025-12-03
[2025-12-03T21:01:56.702761] [INFO ] [LOCAL     ] FOXA: Saved forecast.
[2025-12-03T21:01:56.702827] [INFO ] [main      ] FOXA: Signal=1 (Conf=90.0%), Magnitude=-0.33% (Conf=53.3053%)
[2025-12-03T21:01:56.703154] [INFO ] [main      ] Fetching symbol history for ARMK...
[2025-12-03T21:01:56.703202] [DEBUG] [REMOTE    ] ARMK: Fetching historical data.
[2025-12-03T21:01:56.703651] [INFO ] [main      ] Progress: 402/965 forecasts completed (41.7%). FOXA finished in 0.6s. ETA: 1m 34s. Rate: 359.14 forecasts/min
[2025-12-03T21:01:56.716276] [DEBUG] [REMOTE    ] ARMK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:56.717461] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 5 features, N/A% accuracy
[2025-12-03T21:01:56.717512] [INFO ] [LOCAL     ] ARMK: Loaded 5 optimal features with 51.73% confidence from JSON config
[2025-12-03T21:01:56.717541] [DEBUG] [MAG       ] Building data for symbol: ARMK with lookback: 0
[2025-12-03T21:01:56.718326] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:56.718385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:56.720088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:56.720588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:56.720969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:56.723346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:01:56.725000] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:56.737827] [DEBUG] [MAG       ] EVAX: Last date is validated at 2025-12-03
[2025-12-03T21:01:56.766646] [DEBUG] [MAG       ] GSL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:56.839587] [INFO ] [LOCAL     ] GSL: Saved forecast.
[2025-12-03T21:01:56.839655] [INFO ] [main      ] GSL: Signal=1 (Conf=90.0%), Magnitude=-0.81% (Conf=49.4084%)
[2025-12-03T21:01:56.839808] [INFO ] [main      ] Fetching symbol history for AZTA...
[2025-12-03T21:01:56.839849] [DEBUG] [REMOTE    ] AZTA: Fetching historical data.
[2025-12-03T21:01:56.841644] [INFO ] [main      ] Progress: 403/965 forecasts completed (41.8%). GSL finished in 0.6s. ETA: 1m 34s. Rate: 359.30 forecasts/min
[2025-12-03T21:01:56.850282] [DEBUG] [MAG       ] AVK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:56.851064] [DEBUG] [REMOTE    ] AZTA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:56.852429] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 6 features, N/A% accuracy
[2025-12-03T21:01:56.852480] [INFO ] [LOCAL     ] AZTA: Loaded 6 optimal features with 60.03% confidence from JSON config
[2025-12-03T21:01:56.852511] [DEBUG] [MAG       ] Building data for symbol: AZTA with lookback: 0
[2025-12-03T21:01:56.853282] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:56.853341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:56.858029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:56.859769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:56.860323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:56.860720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:56.861545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:56.863440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:56.903904] [INFO ] [LOCAL     ] AVK: Saved forecast.
[2025-12-03T21:01:56.903969] [INFO ] [main      ] AVK: Signal=1 (Conf=90.0%), Magnitude=0.77% (Conf=46.0566%)
[2025-12-03T21:01:56.904321] [INFO ] [main      ] Progress: 404/965 forecasts completed (41.9%). AVK finished in 0.6s. ETA: 1m 34s. Rate: 359.85 forecasts/min
[2025-12-03T21:01:56.904442] [INFO ] [main      ] Fetching symbol history for RCS...
[2025-12-03T21:01:56.904484] [DEBUG] [REMOTE    ] RCS: Fetching historical data.
[2025-12-03T21:01:56.912817] [DEBUG] [MAG       ] EVAX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:56.915402] [DEBUG] [REMOTE    ] RCS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:56.916427] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 8 features, N/A% accuracy
[2025-12-03T21:01:56.916477] [INFO ] [LOCAL     ] RCS: Loaded 8 optimal features with 42.40% confidence from JSON config
[2025-12-03T21:01:56.916507] [DEBUG] [MAG       ] Building data for symbol: RCS with lookback: 0
[2025-12-03T21:01:56.917280] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:56.917342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:56.922070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:56.923819] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:56.924279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:56.924675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:56.972368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:56.973641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:56.991723] [INFO ] [LOCAL     ] EVAX: Saved forecast.
[2025-12-03T21:01:56.991794] [INFO ] [main      ] EVAX: Signal=1 (Conf=90.0%), Magnitude=-6.05% (Conf=53.2426%)
[2025-12-03T21:01:56.992200] [INFO ] [main      ] Fetching symbol history for XOMA...
[2025-12-03T21:01:56.992258] [DEBUG] [REMOTE    ] XOMA: Fetching historical data.
[2025-12-03T21:01:56.993655] [INFO ] [main      ] Progress: 405/965 forecasts completed (42.0%). EVAX finished in 0.6s. ETA: 1m 33s. Rate: 360.27 forecasts/min
[2025-12-03T21:01:57.003531] [DEBUG] [REMOTE    ] XOMA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:57.004740] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 6 features, N/A% accuracy
[2025-12-03T21:01:57.004799] [INFO ] [LOCAL     ] XOMA: Loaded 6 optimal features with 41.11% confidence from JSON config
[2025-12-03T21:01:57.004832] [DEBUG] [MAG       ] Building data for symbol: XOMA with lookback: 0
[2025-12-03T21:01:57.005638] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:57.005700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:57.007538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:57.008083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:57.021300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:01:57.024348] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:57.060500] [DEBUG] [MAG       ] ARMK: Last date is validated at 2025-12-03
[2025-12-03T21:01:57.123900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:57.125105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:57.126142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:01:57.144880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:57.199479] [DEBUG] [MAG       ] AZTA: Last date is validated at 2025-12-03
[2025-12-03T21:01:57.227184] [DEBUG] [MAG       ] ARMK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:57.308090] [INFO ] [LOCAL     ] ARMK: Saved forecast.
[2025-12-03T21:01:57.308157] [INFO ] [main      ] ARMK: Signal=1 (Conf=90.0%), Magnitude=0.24% (Conf=51.7312%)
[2025-12-03T21:01:57.308529] [INFO ] [main      ] Fetching symbol history for EVH...
[2025-12-03T21:01:57.308596] [DEBUG] [REMOTE    ] EVH: Fetching historical data.
[2025-12-03T21:01:57.309654] [INFO ] [main      ] Progress: 406/965 forecasts completed (42.1%). ARMK finished in 0.6s. ETA: 1m 33s. Rate: 359.47 forecasts/min
[2025-12-03T21:01:57.320459] [DEBUG] [REMOTE    ] EVH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:57.321663] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 4 features, N/A% accuracy
[2025-12-03T21:01:57.321715] [INFO ] [LOCAL     ] EVH: Loaded 4 optimal features with 59.84% confidence from JSON config
[2025-12-03T21:01:57.321746] [DEBUG] [MAG       ] Building data for symbol: EVH with lookback: 0
[2025-12-03T21:01:57.322513] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:57.322591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:57.323220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:57.324271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:57.326003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:57.331608] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:57.365826] [DEBUG] [MAG       ] AZTA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:57.369664] [DEBUG] [MAG       ] RCS: Last date is validated at 2025-12-03
[2025-12-03T21:01:57.461436] [INFO ] [LOCAL     ] AZTA: Saved forecast.
[2025-12-03T21:01:57.464359] [INFO ] [main      ] AZTA: Signal=1 (Conf=90.0%), Magnitude=-0.07% (Conf=60.0262%)
[2025-12-03T21:01:57.464519] [INFO ] [main      ] Fetching symbol history for VLY...
[2025-12-03T21:01:57.464560] [DEBUG] [REMOTE    ] VLY: Fetching historical data.
[2025-12-03T21:01:57.465673] [INFO ] [main      ] Progress: 407/965 forecasts completed (42.2%). AZTA finished in 0.6s. ETA: 1m 33s. Rate: 359.53 forecasts/min
[2025-12-03T21:01:57.476170] [DEBUG] [REMOTE    ] VLY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:57.477333] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 12 features, N/A% accuracy
[2025-12-03T21:01:57.477388] [INFO ] [LOCAL     ] VLY: Loaded 12 optimal features with 55.92% confidence from JSON config
[2025-12-03T21:01:57.477419] [DEBUG] [MAG       ] Building data for symbol: VLY with lookback: 0
[2025-12-03T21:01:57.478221] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-12-03T21:01:57.478287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:57.479945] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:57.480425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:57.480880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:57.481778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:57.483373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:57.484527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:01:57.485504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:01:57.486990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:57.487967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:57.489479] [DEBUG] [MAG       ] XOMA: Last date is validated at 2025-12-03
[2025-12-03T21:01:57.489549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:57.490619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:57.491261] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:57.541445] [DEBUG] [MAG       ] RCS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:57.605104] [INFO ] [LOCAL     ] RCS: Saved forecast.
[2025-12-03T21:01:57.605171] [INFO ] [main      ] RCS: Signal=1 (Conf=90.0%), Magnitude=0.11% (Conf=42.3952%)
[2025-12-03T21:01:57.605484] [INFO ] [main      ] Fetching symbol history for PRVA...
[2025-12-03T21:01:57.605532] [DEBUG] [REMOTE    ] PRVA: Fetching historical data.
[2025-12-03T21:01:57.606409] [INFO ] [main      ] Progress: 408/965 forecasts completed (42.3%). RCS finished in 0.7s. ETA: 1m 33s. Rate: 359.67 forecasts/min
[2025-12-03T21:01:57.617125] [DEBUG] [REMOTE    ] PRVA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:57.618312] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 8 features, N/A% accuracy
[2025-12-03T21:01:57.618367] [INFO ] [LOCAL     ] PRVA: Loaded 8 optimal features with 48.83% confidence from JSON config
[2025-12-03T21:01:57.618398] [DEBUG] [MAG       ] Building data for symbol: PRVA with lookback: 0
[2025-12-03T21:01:57.619251] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:57.619317] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:57.624145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:57.626027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:57.626540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:57.626989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:57.627369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:57.629827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:57.654292] [DEBUG] [MAG       ] XOMA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:57.668474] [DEBUG] [MAG       ] EVH: Last date is validated at 2025-12-03
[2025-12-03T21:01:57.668707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:57.673113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:57.735395] [INFO ] [LOCAL     ] XOMA: Saved forecast.
[2025-12-03T21:01:57.735459] [INFO ] [main      ] XOMA: Signal=1 (Conf=90.0%), Magnitude=-0.82% (Conf=41.1081%)
[2025-12-03T21:01:57.735805] [INFO ] [main      ] Fetching symbol history for RF...
[2025-12-03T21:01:57.735855] [DEBUG] [REMOTE    ] RF: Fetching historical data.
[2025-12-03T21:01:57.736671] [INFO ] [main      ] Progress: 409/965 forecasts completed (42.4%). XOMA finished in 0.7s. ETA: 1m 33s. Rate: 359.86 forecasts/min
[2025-12-03T21:01:57.747412] [DEBUG] [REMOTE    ] RF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:57.748676] [DEBUG] [LOCAL     ] Loaded configuration for RF: 6 features, N/A% accuracy
[2025-12-03T21:01:57.748727] [INFO ] [LOCAL     ] RF: Loaded 6 optimal features with 51.37% confidence from JSON config
[2025-12-03T21:01:57.748758] [DEBUG] [MAG       ] Building data for symbol: RF with lookback: 0
[2025-12-03T21:01:57.749541] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:57.749625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:57.754346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:57.756083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:57.756553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:57.756946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:57.758505] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:01:57.760417] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:57.825414] [DEBUG] [MAG       ] VLY: Last date is validated at 2025-12-03
[2025-12-03T21:01:57.840355] [DEBUG] [MAG       ] EVH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:57.928737] [INFO ] [LOCAL     ] EVH: Saved forecast.
[2025-12-03T21:01:57.928806] [INFO ] [main      ] EVH: Signal=1 (Conf=90.0%), Magnitude=-3.51% (Conf=59.8429%)
[2025-12-03T21:01:57.929236] [INFO ] [main      ] Fetching symbol history for MCO...
[2025-12-03T21:01:57.929286] [DEBUG] [REMOTE    ] MCO: Fetching historical data.
[2025-12-03T21:01:57.929670] [INFO ] [main      ] Progress: 410/965 forecasts completed (42.5%). EVH finished in 0.6s. ETA: 1m 33s. Rate: 359.72 forecasts/min
[2025-12-03T21:01:57.940384] [DEBUG] [REMOTE    ] MCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:57.941437] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 4 features, N/A% accuracy
[2025-12-03T21:01:57.941491] [INFO ] [LOCAL     ] MCO: Loaded 4 optimal features with 45.59% confidence from JSON config
[2025-12-03T21:01:57.941522] [DEBUG] [MAG       ] Building data for symbol: MCO with lookback: 0
[2025-12-03T21:01:57.942317] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:57.942376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:57.944051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:57.944892] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:57.945268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:57.947210] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:57.992409] [DEBUG] [MAG       ] VLY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:58.042182] [DEBUG] [MAG       ] PRVA: Last date is validated at 2025-12-03
[2025-12-03T21:01:58.063999] [INFO ] [LOCAL     ] VLY: Saved forecast.
[2025-12-03T21:01:58.064065] [INFO ] [main      ] VLY: Signal=1 (Conf=90.0%), Magnitude=0.05% (Conf=55.9151%)
[2025-12-03T21:01:58.064219] [INFO ] [main      ] Fetching symbol history for OPP...
[2025-12-03T21:01:58.064261] [DEBUG] [REMOTE    ] OPP: Fetching historical data.
[2025-12-03T21:01:58.065664] [INFO ] [main      ] Progress: 411/965 forecasts completed (42.6%). VLY finished in 0.6s. ETA: 1m 32s. Rate: 359.89 forecasts/min
[2025-12-03T21:01:58.075297] [DEBUG] [REMOTE    ] OPP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:58.076229] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 9 features, N/A% accuracy
[2025-12-03T21:01:58.076285] [INFO ] [LOCAL     ] OPP: Loaded 9 optimal features with 42.67% confidence from JSON config
[2025-12-03T21:01:58.076316] [DEBUG] [MAG       ] Building data for symbol: OPP with lookback: 0
[2025-12-03T21:01:58.077100] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:01:58.077162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:58.078844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:58.079329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:58.079728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:58.081655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:58.082121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:58.083097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:58.084672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:58.085667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:58.086300] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:58.092780] [DEBUG] [MAG       ] RF: Last date is validated at 2025-12-03
[2025-12-03T21:01:58.219356] [DEBUG] [MAG       ] PRVA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:58.256933] [DEBUG] [MAG       ] RF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:58.282672] [DEBUG] [MAG       ] MCO: Last date is validated at 2025-12-03
[2025-12-03T21:01:58.300351] [INFO ] [LOCAL     ] PRVA: Saved forecast.
[2025-12-03T21:01:58.300416] [INFO ] [main      ] PRVA: Signal=1 (Conf=90.0%), Magnitude=1.76% (Conf=48.8284%)
[2025-12-03T21:01:58.300753] [INFO ] [main      ] Fetching symbol history for TILE...
[2025-12-03T21:01:58.300803] [DEBUG] [REMOTE    ] TILE: Fetching historical data.
[2025-12-03T21:01:58.301673] [INFO ] [main      ] Progress: 412/965 forecasts completed (42.7%). PRVA finished in 0.7s. ETA: 1m 32s. Rate: 359.52 forecasts/min
[2025-12-03T21:01:58.313635] [DEBUG] [REMOTE    ] TILE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:58.314704] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 4 features, N/A% accuracy
[2025-12-03T21:01:58.314761] [INFO ] [LOCAL     ] TILE: Loaded 4 optimal features with 57.46% confidence from JSON config
[2025-12-03T21:01:58.314793] [DEBUG] [MAG       ] Building data for symbol: TILE with lookback: 0
[2025-12-03T21:01:58.315633] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:58.315694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:58.316432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:01:58.318821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:58.331335] [INFO ] [LOCAL     ] RF: Saved forecast.
[2025-12-03T21:01:58.331409] [INFO ] [main      ] RF: Signal=1 (Conf=90.0%), Magnitude=0.95% (Conf=51.3729%)
[2025-12-03T21:01:58.331757] [INFO ] [main      ] Fetching symbol history for FHI...
[2025-12-03T21:01:58.331806] [DEBUG] [REMOTE    ] FHI: Fetching historical data.
[2025-12-03T21:01:58.332665] [INFO ] [main      ] Progress: 413/965 forecasts completed (42.8%). RF finished in 0.6s. ETA: 1m 32s. Rate: 360.23 forecasts/min
[2025-12-03T21:01:58.342979] [DEBUG] [REMOTE    ] FHI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:58.344155] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 10 features, N/A% accuracy
[2025-12-03T21:01:58.344205] [INFO ] [LOCAL     ] FHI: Loaded 10 optimal features with 57.71% confidence from JSON config
[2025-12-03T21:01:58.344236] [DEBUG] [MAG       ] Building data for symbol: FHI with lookback: 0
[2025-12-03T21:01:58.345021] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:01:58.345082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:58.346778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:58.347261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:58.347662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:58.348408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:01:58.349218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:58.350883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:58.352082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:58.417758] [DEBUG] [MAG       ] OPP: Last date is validated at 2025-12-03
[2025-12-03T21:01:58.424116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:01:58.425388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:58.426431] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:58.428993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:58.430437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:58.461327] [DEBUG] [MAG       ] MCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:58.584855] [DEBUG] [MAG       ] OPP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:58.628518] [INFO ] [LOCAL     ] MCO: Saved forecast.
[2025-12-03T21:01:58.628600] [INFO ] [main      ] MCO: Signal=1 (Conf=90.0%), Magnitude=-0.24% (Conf=45.5943%)
[2025-12-03T21:01:58.629040] [INFO ] [main      ] Fetching symbol history for IBEX...
[2025-12-03T21:01:58.629092] [DEBUG] [REMOTE    ] IBEX: Fetching historical data.
[2025-12-03T21:01:58.629668] [INFO ] [main      ] Progress: 414/965 forecasts completed (42.9%). MCO finished in 0.7s. ETA: 1m 32s. Rate: 359.55 forecasts/min
[2025-12-03T21:01:58.640488] [DEBUG] [REMOTE    ] IBEX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:58.641457] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 7 features, N/A% accuracy
[2025-12-03T21:01:58.641511] [INFO ] [LOCAL     ] IBEX: Loaded 7 optimal features with 36.88% confidence from JSON config
[2025-12-03T21:01:58.641541] [DEBUG] [MAG       ] Building data for symbol: IBEX with lookback: 0
[2025-12-03T21:01:58.642355] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:01:58.642417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:58.644174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:58.644703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:58.645149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:58.645570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:58.647262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:58.648116] [INFO ] [LOCAL     ] OPP: Saved forecast.
[2025-12-03T21:01:58.648184] [INFO ] [main      ] OPP: Signal=1 (Conf=90.0%), Magnitude=0.00% (Conf=42.6694%)
[2025-12-03T21:01:58.648347] [INFO ] [main      ] Fetching symbol history for CMCO...
[2025-12-03T21:01:58.648389] [DEBUG] [REMOTE    ] CMCO: Fetching historical data.
[2025-12-03T21:01:58.648857] [INFO ] [main      ] Progress: 415/965 forecasts completed (43.0%). OPP finished in 0.6s. ETA: 1m 32s. Rate: 360.32 forecasts/min
[2025-12-03T21:01:58.648544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:01:58.653420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:58.659757] [DEBUG] [REMOTE    ] CMCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:58.660874] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 6 features, N/A% accuracy
[2025-12-03T21:01:58.660925] [INFO ] [LOCAL     ] CMCO: Loaded 6 optimal features with 57.43% confidence from JSON config
[2025-12-03T21:01:58.660956] [DEBUG] [MAG       ] Building data for symbol: CMCO with lookback: 0
[2025-12-03T21:01:58.661733] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:58.661793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:58.666481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:58.668227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:58.668711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:58.669089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:01:58.671635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:01:58.672313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:58.769448] [DEBUG] [MAG       ] FHI: Last date is validated at 2025-12-03
[2025-12-03T21:01:58.783406] [DEBUG] [MAG       ] TILE: Last date is validated at 2025-12-03
[2025-12-03T21:01:58.950275] [DEBUG] [MAG       ] FHI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:58.955996] [DEBUG] [MAG       ] TILE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:58.994644] [DEBUG] [MAG       ] IBEX: Last date is validated at 2025-12-03
[2025-12-03T21:01:59.005428] [DEBUG] [MAG       ] CMCO: Last date is validated at 2025-12-03
[2025-12-03T21:01:59.032693] [INFO ] [LOCAL     ] TILE: Saved forecast.
[2025-12-03T21:01:59.032758] [INFO ] [main      ] TILE: Signal=1 (Conf=80.0%), Magnitude=2.77% (Conf=57.4558%)
[2025-12-03T21:01:59.033083] [INFO ] [main      ] Fetching symbol history for CTLP...
[2025-12-03T21:01:59.033131] [DEBUG] [REMOTE    ] CTLP: Fetching historical data.
[2025-12-03T21:01:59.033629] [INFO ] [main      ] Progress: 416/965 forecasts completed (43.1%). TILE finished in 0.7s. ETA: 1m 32s. Rate: 359.19 forecasts/min
[2025-12-03T21:01:59.034980] [INFO ] [LOCAL     ] FHI: Saved forecast.
[2025-12-03T21:01:59.035046] [INFO ] [main      ] FHI: Signal=1 (Conf=80.0%), Magnitude=2.03% (Conf=57.708%)
[2025-12-03T21:01:59.035435] [INFO ] [main      ] Fetching symbol history for HCI...
[2025-12-03T21:01:59.035839] [DEBUG] [REMOTE    ] HCI: Fetching historical data.
[2025-12-03T21:01:59.037161] [INFO ] [main      ] Progress: 417/965 forecasts completed (43.2%). FHI finished in 0.7s. ETA: 1m 31s. Rate: 360.03 forecasts/min
[2025-12-03T21:01:59.044332] [DEBUG] [REMOTE    ] CTLP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:59.045662] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 6 features, N/A% accuracy
[2025-12-03T21:01:59.045722] [INFO ] [LOCAL     ] CTLP: Loaded 6 optimal features with 59.52% confidence from JSON config
[2025-12-03T21:01:59.045752] [DEBUG] [MAG       ] Building data for symbol: CTLP with lookback: 0
[2025-12-03T21:01:59.046506] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:59.046565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:59.048746] [DEBUG] [REMOTE    ] HCI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:59.049507] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 6 features, N/A% accuracy
[2025-12-03T21:01:59.049559] [INFO ] [LOCAL     ] HCI: Loaded 6 optimal features with 52.33% confidence from JSON config
[2025-12-03T21:01:59.049611] [DEBUG] [MAG       ] Building data for symbol: HCI with lookback: 0
[2025-12-03T21:01:59.050483] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:59.050545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:59.051368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:59.053124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:59.053601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:59.053976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:01:59.054889] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:59.055554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:59.055961] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:59.057497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:01:59.058089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:01:59.058497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:01:59.059143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:01:59.059887] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:59.167452] [DEBUG] [MAG       ] IBEX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:59.178162] [DEBUG] [MAG       ] CMCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:59.263600] [INFO ] [LOCAL     ] IBEX: Saved forecast.
[2025-12-03T21:01:59.263669] [INFO ] [main      ] IBEX: Signal=1 (Conf=80.0%), Magnitude=0.54% (Conf=36.8775%)
[2025-12-03T21:01:59.264005] [INFO ] [main      ] Progress: 418/965 forecasts completed (43.3%). IBEX finished in 0.6s. ETA: 1m 31s. Rate: 359.72 forecasts/min
[2025-12-03T21:01:59.264125] [INFO ] [main      ] Fetching symbol history for VRRM...
[2025-12-03T21:01:59.264165] [DEBUG] [REMOTE    ] VRRM: Fetching historical data.
[2025-12-03T21:01:59.275440] [DEBUG] [REMOTE    ] VRRM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:59.276659] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 8 features, N/A% accuracy
[2025-12-03T21:01:59.276713] [INFO ] [LOCAL     ] VRRM: Loaded 8 optimal features with 39.62% confidence from JSON config
[2025-12-03T21:01:59.276745] [DEBUG] [MAG       ] Building data for symbol: VRRM with lookback: 0
[2025-12-03T21:01:59.277555] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:01:59.277637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:59.277919] [INFO ] [LOCAL     ] CMCO: Saved forecast.
[2025-12-03T21:01:59.277982] [INFO ] [main      ] CMCO: Signal=1 (Conf=80.0%), Magnitude=17.82% (Conf=57.4329%)
[2025-12-03T21:01:59.278157] [INFO ] [main      ] Fetching symbol history for SVCO...
[2025-12-03T21:01:59.278199] [DEBUG] [REMOTE    ] SVCO: Fetching historical data.
[2025-12-03T21:01:59.278876] [INFO ] [main      ] Progress: 419/965 forecasts completed (43.4%). CMCO finished in 0.6s. ETA: 1m 31s. Rate: 360.51 forecasts/min
[2025-12-03T21:01:59.279729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:01:59.290112] [DEBUG] [REMOTE    ] SVCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:59.291095] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 6 features, N/A% accuracy
[2025-12-03T21:01:59.291150] [INFO ] [LOCAL     ] SVCO: Loaded 6 optimal features with 64.55% confidence from JSON config
[2025-12-03T21:01:59.291181] [DEBUG] [MAG       ] Building data for symbol: SVCO with lookback: 0
[2025-12-03T21:01:59.291960] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:01:59.292019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:01:59.328376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:59.330155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:59.330641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:01:59.331663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:01:59.333234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:01:59.334251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:01:59.334919] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:59.399613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:01:59.400418] [DEBUG] [MAG       ] CTLP: Last date is validated at 2025-12-03
[2025-12-03T21:01:59.401607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:01:59.402335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:01:59.404485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:01:59.408620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:01:59.413663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:59.417641] [DEBUG] [MAG       ] HCI: Last date is validated at 2025-12-03
[2025-12-03T21:01:59.574663] [DEBUG] [MAG       ] CTLP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:59.586852] [DEBUG] [MAG       ] HCI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:59.637726] [INFO ] [LOCAL     ] CTLP: Saved forecast.
[2025-12-03T21:01:59.637791] [INFO ] [main      ] CTLP: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=59.5161%)
[2025-12-03T21:01:59.638148] [INFO ] [main      ] Fetching symbol history for CMS...
[2025-12-03T21:01:59.638197] [DEBUG] [REMOTE    ] CMS: Fetching historical data.
[2025-12-03T21:01:59.638668] [INFO ] [main      ] Progress: 420/965 forecasts completed (43.5%). CTLP finished in 0.6s. ETA: 1m 31s. Rate: 359.51 forecasts/min
[2025-12-03T21:01:59.649538] [DEBUG] [REMOTE    ] CMS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:59.650458] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 5 features, N/A% accuracy
[2025-12-03T21:01:59.650509] [INFO ] [LOCAL     ] CMS: Loaded 5 optimal features with 52.77% confidence from JSON config
[2025-12-03T21:01:59.650539] [DEBUG] [MAG       ] Building data for symbol: CMS with lookback: 0
[2025-12-03T21:01:59.651349] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:59.651449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:01:59.652202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:01:59.654223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:01:59.655717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:59.656857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:01:59.662993] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:59.675962] [DEBUG] [MAG       ] VRRM: Last date is validated at 2025-12-03
[2025-12-03T21:01:59.716493] [INFO ] [LOCAL     ] HCI: Saved forecast.
[2025-12-03T21:01:59.716599] [INFO ] [main      ] HCI: Signal=1 (Conf=80.0%), Magnitude=-0.70% (Conf=52.326%)
[2025-12-03T21:01:59.716818] [INFO ] [main      ] Fetching symbol history for SKYX...
[2025-12-03T21:01:59.716880] [DEBUG] [REMOTE    ] SKYX: Fetching historical data.
[2025-12-03T21:01:59.719640] [INFO ] [main      ] Progress: 421/965 forecasts completed (43.6%). HCI finished in 0.7s. ETA: 1m 31s. Rate: 359.95 forecasts/min
[2025-12-03T21:01:59.729943] [DEBUG] [REMOTE    ] SKYX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:59.730880] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 5 features, N/A% accuracy
[2025-12-03T21:01:59.730933] [INFO ] [LOCAL     ] SKYX: Loaded 5 optimal features with 50.56% confidence from JSON config
[2025-12-03T21:01:59.730963] [DEBUG] [MAG       ] Building data for symbol: SKYX with lookback: 0
[2025-12-03T21:01:59.731767] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:01:59.731826] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:01:59.736561] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:01:59.775505] [DEBUG] [MAG       ] SVCO: Last date is validated at 2025-12-03
[2025-12-03T21:01:59.775549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:01:59.776995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:01:59.853239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:01:59.854499] [DEBUG] [MAG       ] VRRM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:59.856355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:01:59.933323] [INFO ] [LOCAL     ] VRRM: Saved forecast.
[2025-12-03T21:01:59.933392] [INFO ] [main      ] VRRM: Signal=1 (Conf=80.0%), Magnitude=-1.31% (Conf=39.6161%)
[2025-12-03T21:01:59.933869] [INFO ] [main      ] Progress: 422/965 forecasts completed (43.7%). VRRM finished in 0.7s. ETA: 1m 31s. Rate: 359.71 forecasts/min
[2025-12-03T21:01:59.933993] [INFO ] [main      ] Fetching symbol history for LZ...
[2025-12-03T21:01:59.934034] [DEBUG] [REMOTE    ] LZ: Fetching historical data.
[2025-12-03T21:01:59.942674] [DEBUG] [MAG       ] SVCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:01:59.945065] [DEBUG] [REMOTE    ] LZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:01:59.946169] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 4 features, N/A% accuracy
[2025-12-03T21:01:59.946221] [INFO ] [LOCAL     ] LZ: Loaded 4 optimal features with 53.85% confidence from JSON config
[2025-12-03T21:01:59.946252] [DEBUG] [MAG       ] Building data for symbol: LZ with lookback: 0
[2025-12-03T21:01:59.947058] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:01:59.947116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:01:59.948794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:01:59.949277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:01:59.950402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:01:59.952371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:00.011652] [INFO ] [LOCAL     ] SVCO: Saved forecast.
[2025-12-03T21:02:00.011716] [INFO ] [main      ] SVCO: Signal=1 (Conf=80.0%), Magnitude=-1.53% (Conf=64.552%)
[2025-12-03T21:02:00.011869] [INFO ] [main      ] Fetching symbol history for AMX...
[2025-12-03T21:02:00.011911] [DEBUG] [REMOTE    ] AMX: Fetching historical data.
[2025-12-03T21:02:00.012862] [INFO ] [main      ] Progress: 423/965 forecasts completed (43.8%). SVCO finished in 0.7s. ETA: 1m 30s. Rate: 360.16 forecasts/min
[2025-12-03T21:02:00.013419] [DEBUG] [MAG       ] CMS: Last date is validated at 2025-12-03
[2025-12-03T21:02:00.023184] [DEBUG] [REMOTE    ] AMX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:00.024255] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 7 features, N/A% accuracy
[2025-12-03T21:02:00.024306] [INFO ] [LOCAL     ] AMX: Loaded 7 optimal features with 54.86% confidence from JSON config
[2025-12-03T21:02:00.024337] [DEBUG] [MAG       ] Building data for symbol: AMX with lookback: 0
[2025-12-03T21:02:00.025109] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:00.025170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:00.026816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:00.027316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:00.027914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:00.028987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:00.066970] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:00.116992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:00.123626] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:00.186818] [DEBUG] [MAG       ] CMS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:00.194675] [DEBUG] [MAG       ] SKYX: Last date is validated at 2025-12-03
[2025-12-03T21:02:00.274459] [INFO ] [LOCAL     ] CMS: Saved forecast.
[2025-12-03T21:02:00.274520] [INFO ] [main      ] CMS: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=52.7705%)
[2025-12-03T21:02:00.274867] [INFO ] [main      ] Progress: 424/965 forecasts completed (43.9%). CMS finished in 0.6s. ETA: 1m 30s. Rate: 359.67 forecasts/min
[2025-12-03T21:02:00.274991] [INFO ] [main      ] Fetching symbol history for GLAD...
[2025-12-03T21:02:00.275032] [DEBUG] [REMOTE    ] GLAD: Fetching historical data.
[2025-12-03T21:02:00.286454] [DEBUG] [REMOTE    ] GLAD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:00.287594] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 4 features, N/A% accuracy
[2025-12-03T21:02:00.287646] [INFO ] [LOCAL     ] GLAD: Loaded 4 optimal features with 48.51% confidence from JSON config
[2025-12-03T21:02:00.287675] [DEBUG] [MAG       ] Building data for symbol: GLAD with lookback: 0
[2025-12-03T21:02:00.288587] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:00.288648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:00.293310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:00.295105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:00.295375] [DEBUG] [MAG       ] LZ: Last date is validated at 2025-12-03
[2025-12-03T21:02:00.295599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:00.295986] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:00.361940] [DEBUG] [MAG       ] SKYX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:00.467144] [DEBUG] [MAG       ] LZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:00.486062] [INFO ] [LOCAL     ] SKYX: Saved forecast.
[2025-12-03T21:02:00.486129] [INFO ] [main      ] SKYX: Signal=1 (Conf=80.0%), Magnitude=3.60% (Conf=50.5598%)
[2025-12-03T21:02:00.491819] [INFO ] [main      ] Progress: 425/965 forecasts completed (44.0%). SKYX finished in 0.8s. ETA: 1m 30s. Rate: 359.42 forecasts/min
[2025-12-03T21:02:00.491949] [INFO ] [main      ] Fetching symbol history for AQNB...
[2025-12-03T21:02:00.491990] [DEBUG] [REMOTE    ] AQNB: Fetching historical data.
[2025-12-03T21:02:00.517993] [DEBUG] [REMOTE    ] AQNB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:00.522063] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, N/A% accuracy
[2025-12-03T21:02:00.522115] [INFO ] [LOCAL     ] AQNB: Loaded 0 optimal features with 36.37% confidence from JSON config
[2025-12-03T21:02:00.522146] [DEBUG] [MAG       ] Building data for symbol: AQNB with lookback: 0
[2025-12-03T21:02:00.525110] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:02:00.535267] [INFO ] [LOCAL     ] LZ: Saved forecast.
[2025-12-03T21:02:00.535332] [INFO ] [main      ] LZ: Signal=1 (Conf=80.0%), Magnitude=-3.33% (Conf=53.8452%)
[2025-12-03T21:02:00.535708] [INFO ] [main      ] Progress: 426/965 forecasts completed (44.1%). LZ finished in 0.6s. ETA: 1m 30s. Rate: 360.04 forecasts/min
[2025-12-03T21:02:00.535889] [INFO ] [main      ] Fetching symbol history for AAPD...
[2025-12-03T21:02:00.535935] [DEBUG] [REMOTE    ] AAPD: Fetching historical data.
[2025-12-03T21:02:00.547924] [DEBUG] [REMOTE    ] AAPD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:00.548888] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 3 features, N/A% accuracy
[2025-12-03T21:02:00.548940] [INFO ] [LOCAL     ] AAPD: Loaded 3 optimal features with 47.52% confidence from JSON config
[2025-12-03T21:02:00.548971] [DEBUG] [MAG       ] Building data for symbol: AAPD with lookback: 0
[2025-12-03T21:02:00.549792] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:00.549863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:00.552385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:00.668172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:00.669227] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:00.698960] [DEBUG] [MAG       ] AMX: Last date is validated at 2025-12-03
[2025-12-03T21:02:00.865818] [DEBUG] [MAG       ] AMX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:00.917790] [DEBUG] [MAG       ] GLAD: Last date is validated at 2025-12-03
[2025-12-03T21:02:00.931419] [INFO ] [LOCAL     ] AMX: Saved forecast.
[2025-12-03T21:02:00.931483] [INFO ] [main      ] AMX: Signal=1 (Conf=80.0%), Magnitude=-1.48% (Conf=54.857%)
[2025-12-03T21:02:00.931852] [INFO ] [main      ] Progress: 427/965 forecasts completed (44.2%). AMX finished in 0.9s. ETA: 1m 30s. Rate: 358.88 forecasts/min
[2025-12-03T21:02:00.932028] [INFO ] [main      ] Fetching symbol history for EPC...
[2025-12-03T21:02:00.932073] [DEBUG] [REMOTE    ] EPC: Fetching historical data.
[2025-12-03T21:02:00.943172] [DEBUG] [REMOTE    ] EPC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:00.944195] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 2 features, N/A% accuracy
[2025-12-03T21:02:00.944247] [INFO ] [LOCAL     ] EPC: Loaded 2 optimal features with 51.70% confidence from JSON config
[2025-12-03T21:02:00.944278] [DEBUG] [MAG       ] Building data for symbol: EPC with lookback: 0
[2025-12-03T21:02:00.945051] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:00.945109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:00.949870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:00.950624] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:01.015255] [DEBUG] [MAG       ] AAPD: Last date is validated at 2025-12-03
[2025-12-03T21:02:01.017355] [DEBUG] [MAG       ] AQNB: Last date is validated at 2025-12-03
[2025-12-03T21:02:01.085175] [DEBUG] [MAG       ] GLAD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:01.171004] [INFO ] [LOCAL     ] GLAD: Saved forecast.
[2025-12-03T21:02:01.171074] [INFO ] [main      ] GLAD: Signal=1 (Conf=80.0%), Magnitude=0.63% (Conf=48.5088%)
[2025-12-03T21:02:01.171235] [INFO ] [main      ] Fetching symbol history for SXC...
[2025-12-03T21:02:01.171279] [DEBUG] [REMOTE    ] SXC: Fetching historical data.
[2025-12-03T21:02:01.172709] [INFO ] [main      ] Progress: 428/965 forecasts completed (44.4%). GLAD finished in 0.9s. ETA: 1m 30s. Rate: 358.51 forecasts/min
[2025-12-03T21:02:01.185253] [DEBUG] [MAG       ] AQNB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:01.188684] [DEBUG] [MAG       ] AAPD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:01.191025] [DEBUG] [REMOTE    ] SXC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:01.194220] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 6 features, N/A% accuracy
[2025-12-03T21:02:01.194277] [INFO ] [LOCAL     ] SXC: Loaded 6 optimal features with 55.46% confidence from JSON config
[2025-12-03T21:02:01.194307] [DEBUG] [MAG       ] Building data for symbol: SXC with lookback: 0
[2025-12-03T21:02:01.195085] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:01.195148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:01.204959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:01.219084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:01.220824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:01.221239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:01.239565] [INFO ] [LOCAL     ] AQNB: Saved forecast.
[2025-12-03T21:02:01.239677] [INFO ] [main      ] AQNB: Signal=1 (Conf=80.0%), Magnitude=0.23% (Conf=36.37%)
[2025-12-03T21:02:01.240000] [INFO ] [main      ] Fetching symbol history for KNF...
[2025-12-03T21:02:01.240049] [DEBUG] [REMOTE    ] KNF: Fetching historical data.
[2025-12-03T21:02:01.240494] [INFO ] [main      ] Progress: 429/965 forecasts completed (44.5%). AQNB finished in 0.7s. ETA: 1m 30s. Rate: 359.01 forecasts/min
[2025-12-03T21:02:01.251044] [DEBUG] [REMOTE    ] KNF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:01.251919] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 7 features, N/A% accuracy
[2025-12-03T21:02:01.251975] [INFO ] [LOCAL     ] KNF: Loaded 7 optimal features with 57.67% confidence from JSON config
[2025-12-03T21:02:01.252006] [DEBUG] [MAG       ] Building data for symbol: KNF with lookback: 0
[2025-12-03T21:02:01.252776] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:01.252836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:01.257421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:01.259209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:01.259699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:01.260540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:01.260596] [INFO ] [LOCAL     ] AAPD: Saved forecast.
[2025-12-03T21:02:01.260660] [INFO ] [main      ] AAPD: Signal=1 (Conf=80.0%), Magnitude=2.04% (Conf=47.5198%)
[2025-12-03T21:02:01.260817] [INFO ] [main      ] Fetching symbol history for WING...
[2025-12-03T21:02:01.261706] [DEBUG] [REMOTE    ] WING: Fetching historical data.
[2025-12-03T21:02:01.266632] [INFO ] [main      ] Progress: 430/965 forecasts completed (44.6%). AAPD finished in 0.7s. ETA: 1m 29s. Rate: 359.72 forecasts/min
[2025-12-03T21:02:01.277383] [DEBUG] [REMOTE    ] WING: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:01.278429] [DEBUG] [LOCAL     ] Loaded configuration for WING: 4 features, N/A% accuracy
[2025-12-03T21:02:01.278493] [INFO ] [LOCAL     ] WING: Loaded 4 optimal features with 60.95% confidence from JSON config
[2025-12-03T21:02:01.278524] [DEBUG] [MAG       ] Building data for symbol: WING with lookback: 0
[2025-12-03T21:02:01.279298] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:01.279358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:01.281018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:01.281515] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:01.284306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:01.285902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:01.299367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:01.331247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:01.332121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:01.347408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:01.376206] [DEBUG] [MAG       ] EPC: Last date is validated at 2025-12-03
[2025-12-03T21:02:01.422977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:01.540320] [DEBUG] [MAG       ] EPC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:01.617976] [INFO ] [LOCAL     ] EPC: Saved forecast.
[2025-12-03T21:02:01.618065] [INFO ] [main      ] EPC: Signal=1 (Conf=80.0%), Magnitude=-1.19% (Conf=51.7032%)
[2025-12-03T21:02:01.618421] [INFO ] [main      ] Fetching symbol history for AXTI...
[2025-12-03T21:02:01.618480] [DEBUG] [REMOTE    ] AXTI: Fetching historical data.
[2025-12-03T21:02:01.618667] [INFO ] [main      ] Progress: 431/965 forecasts completed (44.7%). EPC finished in 0.7s. ETA: 1m 29s. Rate: 358.79 forecasts/min
[2025-12-03T21:02:01.629844] [DEBUG] [REMOTE    ] AXTI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:01.630980] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 5 features, N/A% accuracy
[2025-12-03T21:02:01.631032] [INFO ] [LOCAL     ] AXTI: Loaded 5 optimal features with 53.07% confidence from JSON config
[2025-12-03T21:02:01.631063] [DEBUG] [MAG       ] Building data for symbol: AXTI with lookback: 0
[2025-12-03T21:02:01.631846] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:01.631906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:01.636645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:01.638374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:01.638891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:01.639271] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:01.640434] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:01.662516] [DEBUG] [MAG       ] WING: Last date is validated at 2025-12-03
[2025-12-03T21:02:01.692172] [DEBUG] [MAG       ] SXC: Last date is validated at 2025-12-03
[2025-12-03T21:02:01.759258] [DEBUG] [MAG       ] KNF: Last date is validated at 2025-12-03
[2025-12-03T21:02:01.850205] [DEBUG] [MAG       ] WING: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:01.860887] [DEBUG] [MAG       ] SXC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:01.928817] [INFO ] [LOCAL     ] SXC: Saved forecast.
[2025-12-03T21:02:01.928892] [INFO ] [main      ] SXC: Signal=1 (Conf=80.0%), Magnitude=-1.13% (Conf=55.457%)
[2025-12-03T21:02:01.929055] [INFO ] [main      ] Fetching symbol history for SMPL...
[2025-12-03T21:02:01.929100] [DEBUG] [REMOTE    ] SMPL: Fetching historical data.
[2025-12-03T21:02:01.930257] [INFO ] [main      ] Progress: 432/965 forecasts completed (44.8%). SXC finished in 0.8s. ETA: 1m 29s. Rate: 358.08 forecasts/min
[2025-12-03T21:02:01.930949] [DEBUG] [MAG       ] KNF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:01.940942] [DEBUG] [REMOTE    ] SMPL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:01.941876] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 8 features, N/A% accuracy
[2025-12-03T21:02:01.941927] [INFO ] [LOCAL     ] SMPL: Loaded 8 optimal features with 47.95% confidence from JSON config
[2025-12-03T21:02:01.941959] [DEBUG] [MAG       ] Building data for symbol: SMPL with lookback: 0
[2025-12-03T21:02:01.942752] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:01.942815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:01.944507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:01.945036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:01.945424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:01.986142] [DEBUG] [MAG       ] AXTI: Last date is validated at 2025-12-03
[2025-12-03T21:02:02.007252] [INFO ] [LOCAL     ] WING: Saved forecast.
[2025-12-03T21:02:02.007318] [INFO ] [main      ] WING: Signal=1 (Conf=80.0%), Magnitude=5.24% (Conf=60.9495%)
[2025-12-03T21:02:02.007685] [INFO ] [main      ] Fetching symbol history for JEPQ...
[2025-12-03T21:02:02.007740] [DEBUG] [REMOTE    ] JEPQ: Fetching historical data.
[2025-12-03T21:02:02.007804] [INFO ] [main      ] Progress: 433/965 forecasts completed (44.9%). WING finished in 0.7s. ETA: 1m 29s. Rate: 358.52 forecasts/min
[2025-12-03T21:02:02.021797] [DEBUG] [REMOTE    ] JEPQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:02.023029] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 4 features, N/A% accuracy
[2025-12-03T21:02:02.023103] [INFO ] [LOCAL     ] JEPQ: Loaded 4 optimal features with 57.01% confidence from JSON config
[2025-12-03T21:02:02.023152] [DEBUG] [MAG       ] Building data for symbol: JEPQ with lookback: 0
[2025-12-03T21:02:02.024281] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:02.024359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:02.026842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:02.027517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:02.028109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:02.030502] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:02.051268] [INFO ] [LOCAL     ] KNF: Saved forecast.
[2025-12-03T21:02:02.051335] [INFO ] [main      ] KNF: Signal=1 (Conf=80.0%), Magnitude=4.58% (Conf=57.6717%)
[2025-12-03T21:02:02.051498] [INFO ] [main      ] Fetching symbol history for BTZ...
[2025-12-03T21:02:02.051542] [DEBUG] [REMOTE    ] BTZ: Fetching historical data.
[2025-12-03T21:02:02.052672] [INFO ] [main      ] Progress: 434/965 forecasts completed (45.0%). KNF finished in 0.8s. ETA: 1m 29s. Rate: 359.13 forecasts/min
[2025-12-03T21:02:02.060272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:02.062673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:02.063087] [DEBUG] [REMOTE    ] BTZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:02.063743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:02.064055] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 9 features, N/A% accuracy
[2025-12-03T21:02:02.064109] [INFO ] [LOCAL     ] BTZ: Loaded 9 optimal features with 42.29% confidence from JSON config
[2025-12-03T21:02:02.064142] [DEBUG] [MAG       ] Building data for symbol: BTZ with lookback: 0
[2025-12-03T21:02:02.064964] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:02.065041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:02.065849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:02.067661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:02.070107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:02.070926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:02.161076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:02.165481] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:02.168292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:02.170569] [DEBUG] [MAG       ] AXTI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:02.185841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:02.187227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:02.188901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:02.189942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:02.235527] [INFO ] [LOCAL     ] AXTI: Saved forecast.
[2025-12-03T21:02:02.235615] [INFO ] [main      ] AXTI: Signal=1 (Conf=80.0%), Magnitude=2.41% (Conf=53.0734%)
[2025-12-03T21:02:02.235803] [INFO ] [main      ] Fetching symbol history for IDCC...
[2025-12-03T21:02:02.235848] [DEBUG] [REMOTE    ] IDCC: Fetching historical data.
[2025-12-03T21:02:02.237685] [INFO ] [main      ] Progress: 435/965 forecasts completed (45.1%). AXTI finished in 0.6s. ETA: 1m 29s. Rate: 359.04 forecasts/min
[2025-12-03T21:02:02.247468] [DEBUG] [REMOTE    ] IDCC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:02.248518] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 4 features, N/A% accuracy
[2025-12-03T21:02:02.248599] [INFO ] [LOCAL     ] IDCC: Loaded 4 optimal features with 56.88% confidence from JSON config
[2025-12-03T21:02:02.248635] [DEBUG] [MAG       ] Building data for symbol: IDCC with lookback: 0
[2025-12-03T21:02:02.249451] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:02.249512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:02.251289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:02.251835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:02.252285] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:02.252702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:02.373669] [DEBUG] [MAG       ] JEPQ: Last date is validated at 2025-12-03
[2025-12-03T21:02:02.409043] [DEBUG] [MAG       ] SMPL: Last date is validated at 2025-12-03
[2025-12-03T21:02:02.542872] [DEBUG] [MAG       ] BTZ: Last date is validated at 2025-12-03
[2025-12-03T21:02:02.557717] [DEBUG] [MAG       ] JEPQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:02.575342] [DEBUG] [MAG       ] SMPL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:02.602540] [DEBUG] [MAG       ] IDCC: Last date is validated at 2025-12-03
[2025-12-03T21:02:02.633122] [INFO ] [LOCAL     ] JEPQ: Saved forecast.
[2025-12-03T21:02:02.633197] [INFO ] [main      ] JEPQ: Signal=1 (Conf=80.0%), Magnitude=0.36% (Conf=57.0136%)
[2025-12-03T21:02:02.633542] [INFO ] [main      ] Fetching symbol history for BTMD...
[2025-12-03T21:02:02.633608] [DEBUG] [REMOTE    ] BTMD: Fetching historical data.
[2025-12-03T21:02:02.633589] [INFO ] [main      ] Progress: 436/965 forecasts completed (45.2%). JEPQ finished in 0.6s. ETA: 1m 29s. Rate: 357.92 forecasts/min
[2025-12-03T21:02:02.644954] [DEBUG] [REMOTE    ] BTMD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:02.646101] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 2 features, N/A% accuracy
[2025-12-03T21:02:02.646156] [INFO ] [LOCAL     ] BTMD: Loaded 2 optimal features with 52.76% confidence from JSON config
[2025-12-03T21:02:02.646187] [DEBUG] [MAG       ] Building data for symbol: BTMD with lookback: 0
[2025-12-03T21:02:02.647041] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:02.647100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:02.659835] [INFO ] [LOCAL     ] SMPL: Saved forecast.
[2025-12-03T21:02:02.659903] [INFO ] [main      ] SMPL: Signal=1 (Conf=80.0%), Magnitude=-3.08% (Conf=47.9529%)
[2025-12-03T21:02:02.660247] [INFO ] [main      ] Progress: 437/965 forecasts completed (45.3%). SMPL finished in 0.7s. ETA: 1m 28s. Rate: 358.61 forecasts/min
[2025-12-03T21:02:02.660358] [INFO ] [main      ] Fetching symbol history for DX...
[2025-12-03T21:02:02.660407] [DEBUG] [REMOTE    ] DX: Fetching historical data.
[2025-12-03T21:02:02.671843] [DEBUG] [REMOTE    ] DX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:02.672959] [DEBUG] [LOCAL     ] Loaded configuration for DX: 4 features, N/A% accuracy
[2025-12-03T21:02:02.673011] [INFO ] [LOCAL     ] DX: Loaded 4 optimal features with 57.97% confidence from JSON config
[2025-12-03T21:02:02.673041] [DEBUG] [MAG       ] Building data for symbol: DX with lookback: 0
[2025-12-03T21:02:02.673815] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:02.673873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:02.675532] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:02.676056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:02.677718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:02.678749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:02.697616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:02.699173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:02.720238] [DEBUG] [MAG       ] BTZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:02.772240] [DEBUG] [MAG       ] IDCC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:02.790776] [INFO ] [LOCAL     ] BTZ: Saved forecast.
[2025-12-03T21:02:02.790847] [INFO ] [main      ] BTZ: Signal=1 (Conf=80.0%), Magnitude=0.36% (Conf=42.2908%)
[2025-12-03T21:02:02.791013] [INFO ] [main      ] Fetching symbol history for IHG...
[2025-12-03T21:02:02.791057] [DEBUG] [REMOTE    ] IHG: Fetching historical data.
[2025-12-03T21:02:02.791863] [INFO ] [main      ] Progress: 438/965 forecasts completed (45.4%). BTZ finished in 0.7s. ETA: 1m 28s. Rate: 358.78 forecasts/min
[2025-12-03T21:02:02.803616] [DEBUG] [REMOTE    ] IHG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:02.804687] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 4 features, N/A% accuracy
[2025-12-03T21:02:02.804745] [INFO ] [LOCAL     ] IHG: Loaded 4 optimal features with 49.84% confidence from JSON config
[2025-12-03T21:02:02.804777] [DEBUG] [MAG       ] Building data for symbol: IHG with lookback: 0
[2025-12-03T21:02:02.805540] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:02.805620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:02.810375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:02.812216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:02.812712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:02.813087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:02.909605] [INFO ] [LOCAL     ] IDCC: Saved forecast.
[2025-12-03T21:02:02.909676] [INFO ] [main      ] IDCC: Signal=1 (Conf=80.0%), Magnitude=-0.37% (Conf=56.8797%)
[2025-12-03T21:02:02.910014] [INFO ] [main      ] Fetching symbol history for LZB...
[2025-12-03T21:02:02.910063] [DEBUG] [REMOTE    ] LZB: Fetching historical data.
[2025-12-03T21:02:02.910663] [INFO ] [main      ] Progress: 439/965 forecasts completed (45.5%). IDCC finished in 0.7s. ETA: 1m 28s. Rate: 359.02 forecasts/min
[2025-12-03T21:02:02.921300] [DEBUG] [REMOTE    ] LZB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:02.922335] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 3 features, N/A% accuracy
[2025-12-03T21:02:02.922388] [INFO ] [LOCAL     ] LZB: Loaded 3 optimal features with 45.26% confidence from JSON config
[2025-12-03T21:02:02.922420] [DEBUG] [MAG       ] Building data for symbol: LZB with lookback: 0
[2025-12-03T21:02:02.923214] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:02.923296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:02.928565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:02.930719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:02.932287] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:03.018621] [DEBUG] [MAG       ] DX: Last date is validated at 2025-12-03
[2025-12-03T21:02:03.042457] [DEBUG] [MAG       ] BTMD: Last date is validated at 2025-12-03
[2025-12-03T21:02:03.156703] [DEBUG] [MAG       ] IHG: Last date is validated at 2025-12-03
[2025-12-03T21:02:03.185277] [DEBUG] [MAG       ] DX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:03.215060] [DEBUG] [MAG       ] BTMD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:03.246098] [INFO ] [LOCAL     ] DX: Saved forecast.
[2025-12-03T21:02:03.246178] [INFO ] [main      ] DX: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=57.9653%)
[2025-12-03T21:02:03.246646] [INFO ] [main      ] Fetching symbol history for CTNM...
[2025-12-03T21:02:03.246692] [DEBUG] [REMOTE    ] CTNM: Fetching historical data.
[2025-12-03T21:02:03.246543] [INFO ] [main      ] Progress: 440/965 forecasts completed (45.6%). DX finished in 0.6s. ETA: 1m 28s. Rate: 358.20 forecasts/min
[2025-12-03T21:02:03.258310] [DEBUG] [REMOTE    ] CTNM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:03.259243] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 5 features, N/A% accuracy
[2025-12-03T21:02:03.259292] [INFO ] [LOCAL     ] CTNM: Loaded 5 optimal features with 44.80% confidence from JSON config
[2025-12-03T21:02:03.259322] [DEBUG] [MAG       ] Building data for symbol: CTNM with lookback: 0
[2025-12-03T21:02:03.260092] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:03.260152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:03.262494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:03.264161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:03.264944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:03.266048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:03.267234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:03.278975] [INFO ] [LOCAL     ] BTMD: Saved forecast.
[2025-12-03T21:02:03.279044] [INFO ] [main      ] BTMD: Signal=1 (Conf=80.0%), Magnitude=-2.29% (Conf=52.7608%)
[2025-12-03T21:02:03.279471] [INFO ] [main      ] Fetching symbol history for ASPS...
[2025-12-03T21:02:03.279522] [DEBUG] [REMOTE    ] ASPS: Fetching historical data.
[2025-12-03T21:02:03.279649] [INFO ] [main      ] Progress: 441/965 forecasts completed (45.7%). BTMD finished in 0.6s. ETA: 1m 28s. Rate: 358.85 forecasts/min
[2025-12-03T21:02:03.280039] [DEBUG] [MAG       ] LZB: Last date is validated at 2025-12-03
[2025-12-03T21:02:03.291145] [DEBUG] [REMOTE    ] ASPS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:03.292173] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 3 features, N/A% accuracy
[2025-12-03T21:02:03.292222] [INFO ] [LOCAL     ] ASPS: Loaded 3 optimal features with 65.10% confidence from JSON config
[2025-12-03T21:02:03.292252] [DEBUG] [MAG       ] Building data for symbol: ASPS with lookback: 0
[2025-12-03T21:02:03.293065] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:03.293124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:03.298067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:03.299136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:03.299794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:03.328729] [DEBUG] [MAG       ] IHG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:03.425449] [INFO ] [LOCAL     ] IHG: Saved forecast.
[2025-12-03T21:02:03.425514] [INFO ] [main      ] IHG: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=49.835%)
[2025-12-03T21:02:03.425685] [INFO ] [main      ] Fetching symbol history for ORMP...
[2025-12-03T21:02:03.425729] [DEBUG] [REMOTE    ] ORMP: Fetching historical data.
[2025-12-03T21:02:03.427361] [INFO ] [main      ] Progress: 442/965 forecasts completed (45.8%). IHG finished in 0.6s. ETA: 1m 27s. Rate: 358.94 forecasts/min
[2025-12-03T21:02:03.436734] [DEBUG] [REMOTE    ] ORMP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:03.437765] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 6 features, N/A% accuracy
[2025-12-03T21:02:03.437817] [INFO ] [LOCAL     ] ORMP: Loaded 6 optimal features with 41.80% confidence from JSON config
[2025-12-03T21:02:03.437847] [DEBUG] [MAG       ] Building data for symbol: ORMP with lookback: 0
[2025-12-03T21:02:03.438646] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:03.438704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:03.440482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:03.440989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:03.441369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:03.442287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:03.450367] [DEBUG] [MAG       ] LZB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:03.536395] [INFO ] [LOCAL     ] LZB: Saved forecast.
[2025-12-03T21:02:03.536464] [INFO ] [main      ] LZB: Signal=1 (Conf=80.0%), Magnitude=2.68% (Conf=45.2562%)
[2025-12-03T21:02:03.536639] [INFO ] [main      ] Fetching symbol history for KLIC...
[2025-12-03T21:02:03.536683] [DEBUG] [REMOTE    ] KLIC: Fetching historical data.
[2025-12-03T21:02:03.538682] [INFO ] [main      ] Progress: 443/965 forecasts completed (45.9%). LZB finished in 0.6s. ETA: 1m 27s. Rate: 359.21 forecasts/min
[2025-12-03T21:02:03.548681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:03.550053] [DEBUG] [REMOTE    ] KLIC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:03.550913] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 2 features, N/A% accuracy
[2025-12-03T21:02:03.550966] [INFO ] [LOCAL     ] KLIC: Loaded 2 optimal features with 50.05% confidence from JSON config
[2025-12-03T21:02:03.550998] [DEBUG] [MAG       ] Building data for symbol: KLIC with lookback: 0
[2025-12-03T21:02:03.551790] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:03.551848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:03.552563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:03.555275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:03.595437] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:03.604913] [DEBUG] [MAG       ] CTNM: Last date is validated at 2025-12-03
[2025-12-03T21:02:03.652313] [DEBUG] [MAG       ] ASPS: Last date is validated at 2025-12-03
[2025-12-03T21:02:03.782892] [DEBUG] [MAG       ] CTNM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:03.825088] [DEBUG] [MAG       ] ASPS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:03.891763] [DEBUG] [MAG       ] KLIC: Last date is validated at 2025-12-03
[2025-12-03T21:02:03.903370] [INFO ] [LOCAL     ] ASPS: Saved forecast.
[2025-12-03T21:02:03.903438] [INFO ] [main      ] ASPS: Signal=1 (Conf=80.0%), Magnitude=-7.31% (Conf=65.0994%)
[2025-12-03T21:02:03.903793] [INFO ] [main      ] Fetching symbol history for BIPH...
[2025-12-03T21:02:03.903844] [DEBUG] [REMOTE    ] BIPH: Fetching historical data.
[2025-12-03T21:02:03.904648] [INFO ] [main      ] Progress: 444/965 forecasts completed (46.0%). ASPS finished in 0.6s. ETA: 1m 27s. Rate: 358.25 forecasts/min
[2025-12-03T21:02:03.914859] [DEBUG] [REMOTE    ] BIPH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:03.915917] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 8 features, N/A% accuracy
[2025-12-03T21:02:03.915971] [INFO ] [LOCAL     ] BIPH: Loaded 8 optimal features with 51.65% confidence from JSON config
[2025-12-03T21:02:03.916002] [DEBUG] [MAG       ] Building data for symbol: BIPH with lookback: 0
[2025-12-03T21:02:03.916821] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:03.916885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:03.921770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:03.923562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:03.924069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:03.924467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:03.928767] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:03.929258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:03.930360] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:03.931227] [DEBUG] [MAG       ] ORMP: Last date is validated at 2025-12-03
[2025-12-03T21:02:03.932355] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:03.934791] [INFO ] [LOCAL     ] CTNM: Saved forecast.
[2025-12-03T21:02:03.934862] [INFO ] [main      ] CTNM: Signal=1 (Conf=80.0%), Magnitude=0.53% (Conf=44.8042%)
[2025-12-03T21:02:03.935229] [INFO ] [main      ] Fetching symbol history for TSLQ...
[2025-12-03T21:02:03.935281] [DEBUG] [REMOTE    ] TSLQ: Fetching historical data.
[2025-12-03T21:02:03.935643] [INFO ] [main      ] Progress: 445/965 forecasts completed (46.1%). CTNM finished in 0.7s. ETA: 1m 27s. Rate: 358.91 forecasts/min
[2025-12-03T21:02:03.946994] [DEBUG] [REMOTE    ] TSLQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:03.948002] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 6 features, N/A% accuracy
[2025-12-03T21:02:03.948075] [INFO ] [LOCAL     ] TSLQ: Loaded 6 optimal features with 53.98% confidence from JSON config
[2025-12-03T21:02:03.948110] [DEBUG] [MAG       ] Building data for symbol: TSLQ with lookback: 0
[2025-12-03T21:02:03.948921] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:03.948983] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:03.953910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:03.955861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:03.956347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:03.956820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:03.996913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:03.998138] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:04.058070] [DEBUG] [MAG       ] KLIC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:04.102565] [DEBUG] [MAG       ] ORMP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:04.140239] [INFO ] [LOCAL     ] KLIC: Saved forecast.
[2025-12-03T21:02:04.140310] [INFO ] [main      ] KLIC: Signal=1 (Conf=80.0%), Magnitude=2.30% (Conf=50.0467%)
[2025-12-03T21:02:04.140675] [INFO ] [main      ] Progress: 446/965 forecasts completed (46.2%). KLIC finished in 0.6s. ETA: 1m 27s. Rate: 358.73 forecasts/min
[2025-12-03T21:02:04.140792] [INFO ] [main      ] Fetching symbol history for RIME...
[2025-12-03T21:02:04.140832] [DEBUG] [REMOTE    ] RIME: Fetching historical data.
[2025-12-03T21:02:04.152276] [DEBUG] [REMOTE    ] RIME: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:04.153251] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, N/A% accuracy
[2025-12-03T21:02:04.153300] [INFO ] [LOCAL     ] RIME: Loaded 6 optimal features with 34.83% confidence from JSON config
[2025-12-03T21:02:04.153330] [DEBUG] [MAG       ] Building data for symbol: RIME with lookback: 0
[2025-12-03T21:02:04.154097] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:04.154157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:04.155867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:04.156373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:04.156799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:04.157250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:04.158096] [INFO ] [LOCAL     ] ORMP: Saved forecast.
[2025-12-03T21:02:04.158168] [INFO ] [main      ] ORMP: Signal=1 (Conf=80.0%), Magnitude=-1.06% (Conf=41.7977%)
[2025-12-03T21:02:04.158368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:04.158559] [INFO ] [main      ] Fetching symbol history for NTRA...
[2025-12-03T21:02:04.158637] [DEBUG] [REMOTE    ] NTRA: Fetching historical data.
[2025-12-03T21:02:04.159652] [INFO ] [main      ] Progress: 447/965 forecasts completed (46.3%). ORMP finished in 0.7s. ETA: 1m 26s. Rate: 359.44 forecasts/min
[2025-12-03T21:02:04.160529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:04.171612] [DEBUG] [REMOTE    ] NTRA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:04.172445] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, N/A% accuracy
[2025-12-03T21:02:04.172521] [INFO ] [LOCAL     ] NTRA: Loaded 1 optimal features with 55.88% confidence from JSON config
[2025-12-03T21:02:04.172564] [DEBUG] [MAG       ] Building data for symbol: NTRA with lookback: 0
[2025-12-03T21:02:04.173531] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:04.173631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:04.174747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:04.273466] [DEBUG] [MAG       ] BIPH: Last date is validated at 2025-12-03
[2025-12-03T21:02:04.333447] [DEBUG] [MAG       ] TSLQ: Last date is validated at 2025-12-03
[2025-12-03T21:02:04.444257] [DEBUG] [MAG       ] BIPH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:04.497120] [DEBUG] [MAG       ] RIME: Last date is validated at 2025-12-03
[2025-12-03T21:02:04.497635] [DEBUG] [MAG       ] TSLQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:04.509675] [INFO ] [LOCAL     ] BIPH: Saved forecast.
[2025-12-03T21:02:04.509755] [INFO ] [main      ] BIPH: Signal=1 (Conf=80.0%), Magnitude=-0.18% (Conf=51.646%)
[2025-12-03T21:02:04.510102] [INFO ] [main      ] Fetching symbol history for OLMA...
[2025-12-03T21:02:04.510152] [DEBUG] [REMOTE    ] OLMA: Fetching historical data.
[2025-12-03T21:02:04.511644] [INFO ] [main      ] Progress: 448/965 forecasts completed (46.4%). BIPH finished in 0.6s. ETA: 1m 27s. Rate: 358.55 forecasts/min
[2025-12-03T21:02:04.516050] [DEBUG] [MAG       ] NTRA: Last date is validated at 2025-12-03
[2025-12-03T21:02:04.522471] [DEBUG] [REMOTE    ] OLMA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:04.523391] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 7 features, N/A% accuracy
[2025-12-03T21:02:04.523457] [INFO ] [LOCAL     ] OLMA: Loaded 7 optimal features with 47.42% confidence from JSON config
[2025-12-03T21:02:04.523494] [DEBUG] [MAG       ] Building data for symbol: OLMA with lookback: 0
[2025-12-03T21:02:04.524276] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:04.524337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:04.525048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:04.525891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:04.528334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:04.605204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:04.607319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:04.612286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:04.615086] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:04.663064] [DEBUG] [MAG       ] RIME: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:04.686366] [DEBUG] [MAG       ] NTRA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:04.714061] [INFO ] [LOCAL     ] TSLQ: Saved forecast.
[2025-12-03T21:02:04.714152] [INFO ] [main      ] TSLQ: Signal=1 (Conf=80.0%), Magnitude=-5.90% (Conf=53.9786%)
[2025-12-03T21:02:04.714599] [INFO ] [main      ] Fetching symbol history for UAA...
[2025-12-03T21:02:04.714662] [DEBUG] [REMOTE    ] UAA: Fetching historical data.
[2025-12-03T21:02:04.714668] [INFO ] [main      ] Progress: 449/965 forecasts completed (46.5%). TSLQ finished in 0.8s. ETA: 1m 26s. Rate: 358.38 forecasts/min
[2025-12-03T21:02:04.730357] [DEBUG] [REMOTE    ] UAA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:04.731299] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, N/A% accuracy
[2025-12-03T21:02:04.731361] [INFO ] [LOCAL     ] UAA: Loaded 4 optimal features with 47.13% confidence from JSON config
[2025-12-03T21:02:04.731400] [DEBUG] [MAG       ] Building data for symbol: UAA with lookback: 0
[2025-12-03T21:02:04.732408] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:04.732480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:04.738797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:04.741263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:04.742079] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:04.744145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:04.835739] [INFO ] [LOCAL     ] RIME: Saved forecast.
[2025-12-03T21:02:04.835806] [INFO ] [main      ] RIME: Signal=1 (Conf=80.0%), Magnitude=-76.15% (Conf=34.8293%)
[2025-12-03T21:02:04.836161] [INFO ] [main      ] Progress: 450/965 forecasts completed (46.6%). RIME finished in 0.7s. ETA: 1m 26s. Rate: 358.60 forecasts/min
[2025-12-03T21:02:04.836283] [INFO ] [main      ] Fetching symbol history for BGS...
[2025-12-03T21:02:04.836324] [DEBUG] [REMOTE    ] BGS: Fetching historical data.
[2025-12-03T21:02:04.847369] [DEBUG] [REMOTE    ] BGS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:04.848371] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 6 features, N/A% accuracy
[2025-12-03T21:02:04.848421] [INFO ] [LOCAL     ] BGS: Loaded 6 optimal features with 41.65% confidence from JSON config
[2025-12-03T21:02:04.848452] [DEBUG] [MAG       ] Building data for symbol: BGS with lookback: 0
[2025-12-03T21:02:04.849221] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:04.849280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:04.853961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:04.855707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:04.856167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:04.856540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:04.894903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:04.896839] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:04.941963] [INFO ] [LOCAL     ] NTRA: Saved forecast.
[2025-12-03T21:02:04.942031] [INFO ] [main      ] NTRA: Signal=1 (Conf=80.0%), Magnitude=-0.57% (Conf=55.882%)
[2025-12-03T21:02:04.942186] [INFO ] [main      ] Fetching symbol history for SNY...
[2025-12-03T21:02:04.942227] [DEBUG] [REMOTE    ] SNY: Fetching historical data.
[2025-12-03T21:02:04.942864] [INFO ] [main      ] Progress: 451/965 forecasts completed (46.7%). NTRA finished in 0.8s. ETA: 1m 26s. Rate: 358.89 forecasts/min
[2025-12-03T21:02:04.951334] [DEBUG] [MAG       ] OLMA: Last date is validated at 2025-12-03
[2025-12-03T21:02:04.953921] [DEBUG] [REMOTE    ] SNY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:04.954936] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 0 features, N/A% accuracy
[2025-12-03T21:02:04.954988] [INFO ] [LOCAL     ] SNY: Loaded 0 optimal features with 47.02% confidence from JSON config
[2025-12-03T21:02:04.955018] [DEBUG] [MAG       ] Building data for symbol: SNY with lookback: 0
[2025-12-03T21:02:04.955812] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:02:05.077883] [DEBUG] [MAG       ] UAA: Last date is validated at 2025-12-03
[2025-12-03T21:02:05.127000] [DEBUG] [MAG       ] OLMA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:05.231328] [DEBUG] [MAG       ] BGS: Last date is validated at 2025-12-03
[2025-12-03T21:02:05.239842] [INFO ] [LOCAL     ] OLMA: Saved forecast.
[2025-12-03T21:02:05.239906] [INFO ] [main      ] OLMA: Signal=1 (Conf=80.0%), Magnitude=28.03% (Conf=47.4194%)
[2025-12-03T21:02:05.240232] [INFO ] [main      ] Fetching symbol history for GWRS...
[2025-12-03T21:02:05.240281] [DEBUG] [REMOTE    ] GWRS: Fetching historical data.
[2025-12-03T21:02:05.240664] [INFO ] [main      ] Progress: 452/965 forecasts completed (46.8%). OLMA finished in 0.7s. ETA: 1m 26s. Rate: 358.27 forecasts/min
[2025-12-03T21:02:05.243903] [DEBUG] [MAG       ] UAA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:05.252252] [DEBUG] [REMOTE    ] GWRS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:05.253210] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 7 features, N/A% accuracy
[2025-12-03T21:02:05.253261] [INFO ] [LOCAL     ] GWRS: Loaded 7 optimal features with 56.61% confidence from JSON config
[2025-12-03T21:02:05.253292] [DEBUG] [MAG       ] Building data for symbol: GWRS with lookback: 0
[2025-12-03T21:02:05.254097] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:05.254157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:05.255821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:05.256312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:05.256753] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:05.257645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:05.260045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:05.261542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:05.267360] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:05.289310] [DEBUG] [MAG       ] SNY: Last date is validated at 2025-12-03
[2025-12-03T21:02:05.308724] [INFO ] [LOCAL     ] UAA: Saved forecast.
[2025-12-03T21:02:05.308789] [INFO ] [main      ] UAA: Signal=1 (Conf=80.0%), Magnitude=-0.93% (Conf=47.1268%)
[2025-12-03T21:02:05.309141] [INFO ] [main      ] Fetching symbol history for ACWX...
[2025-12-03T21:02:05.309190] [DEBUG] [REMOTE    ] ACWX: Fetching historical data.
[2025-12-03T21:02:05.309650] [INFO ] [main      ] Progress: 453/965 forecasts completed (46.9%). UAA finished in 0.6s. ETA: 1m 26s. Rate: 358.74 forecasts/min
[2025-12-03T21:02:05.320306] [DEBUG] [REMOTE    ] ACWX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:05.321664] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 4 features, N/A% accuracy
[2025-12-03T21:02:05.321715] [INFO ] [LOCAL     ] ACWX: Loaded 4 optimal features with 56.54% confidence from JSON config
[2025-12-03T21:02:05.321746] [DEBUG] [MAG       ] Building data for symbol: ACWX with lookback: 0
[2025-12-03T21:02:05.322506] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:05.322564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:05.327231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:05.329040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:05.329518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:05.329934] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:05.403787] [DEBUG] [MAG       ] BGS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:05.456956] [DEBUG] [MAG       ] SNY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:05.469017] [INFO ] [LOCAL     ] BGS: Saved forecast.
[2025-12-03T21:02:05.469084] [INFO ] [main      ] BGS: Signal=1 (Conf=80.0%), Magnitude=0.53% (Conf=41.653%)
[2025-12-03T21:02:05.469455] [INFO ] [main      ] Fetching symbol history for KN...
[2025-12-03T21:02:05.469508] [DEBUG] [REMOTE    ] KN: Fetching historical data.
[2025-12-03T21:02:05.470301] [INFO ] [main      ] Progress: 454/965 forecasts completed (47.0%). BGS finished in 0.6s. ETA: 1m 25s. Rate: 358.77 forecasts/min
[2025-12-03T21:02:05.480856] [DEBUG] [REMOTE    ] KN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:05.482025] [DEBUG] [LOCAL     ] Loaded configuration for KN: 5 features, N/A% accuracy
[2025-12-03T21:02:05.482077] [INFO ] [LOCAL     ] KN: Loaded 5 optimal features with 54.60% confidence from JSON config
[2025-12-03T21:02:05.482108] [DEBUG] [MAG       ] Building data for symbol: KN with lookback: 0
[2025-12-03T21:02:05.482881] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:05.482944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:05.487567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:05.491951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:05.494952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:05.497101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:05.511479] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:05.534156] [INFO ] [LOCAL     ] SNY: Saved forecast.
[2025-12-03T21:02:05.534220] [INFO ] [main      ] SNY: Signal=1 (Conf=80.0%), Magnitude=1.02% (Conf=47.0164%)
[2025-12-03T21:02:05.534616] [INFO ] [main      ] Fetching symbol history for RSKD...
[2025-12-03T21:02:05.534670] [DEBUG] [REMOTE    ] RSKD: Fetching historical data.
[2025-12-03T21:02:05.535652] [INFO ] [main      ] Progress: 455/965 forecasts completed (47.2%). SNY finished in 0.6s. ETA: 1m 25s. Rate: 359.25 forecasts/min
[2025-12-03T21:02:05.546084] [DEBUG] [REMOTE    ] RSKD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:05.546974] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 2 features, N/A% accuracy
[2025-12-03T21:02:05.547025] [INFO ] [LOCAL     ] RSKD: Loaded 2 optimal features with 50.70% confidence from JSON config
[2025-12-03T21:02:05.547055] [DEBUG] [MAG       ] Building data for symbol: RSKD with lookback: 0
[2025-12-03T21:02:05.547819] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:05.547875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:05.552714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:05.554299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:05.604017] [DEBUG] [MAG       ] GWRS: Last date is validated at 2025-12-03
[2025-12-03T21:02:05.665554] [DEBUG] [MAG       ] ACWX: Last date is validated at 2025-12-03
[2025-12-03T21:02:05.770103] [DEBUG] [MAG       ] GWRS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:05.828486] [DEBUG] [MAG       ] ACWX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:05.834267] [INFO ] [LOCAL     ] GWRS: Saved forecast.
[2025-12-03T21:02:05.834330] [INFO ] [main      ] GWRS: Signal=1 (Conf=80.0%), Magnitude=-0.98% (Conf=56.6147%)
[2025-12-03T21:02:05.834770] [INFO ] [main      ] Fetching symbol history for GLBE...
[2025-12-03T21:02:05.834820] [DEBUG] [REMOTE    ] GLBE: Fetching historical data.
[2025-12-03T21:02:05.835662] [INFO ] [main      ] Progress: 456/965 forecasts completed (47.3%). GWRS finished in 0.6s. ETA: 1m 25s. Rate: 358.62 forecasts/min
[2025-12-03T21:02:05.847503] [DEBUG] [REMOTE    ] GLBE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:05.848677] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 4 features, N/A% accuracy
[2025-12-03T21:02:05.848736] [INFO ] [LOCAL     ] GLBE: Loaded 4 optimal features with 50.82% confidence from JSON config
[2025-12-03T21:02:05.848766] [DEBUG] [MAG       ] Building data for symbol: GLBE with lookback: 0
[2025-12-03T21:02:05.849518] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:05.849611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:05.854300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:05.855227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:05.856033] [DEBUG] [MAG       ] KN: Last date is validated at 2025-12-03
[2025-12-03T21:02:05.856152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:05.856913] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:05.885639] [DEBUG] [MAG       ] RSKD: Last date is validated at 2025-12-03
[2025-12-03T21:02:05.905243] [INFO ] [LOCAL     ] ACWX: Saved forecast.
[2025-12-03T21:02:05.905310] [INFO ] [main      ] ACWX: Signal=1 (Conf=80.0%), Magnitude=0.30% (Conf=56.5421%)
[2025-12-03T21:02:05.905685] [INFO ] [main      ] Fetching symbol history for TOI...
[2025-12-03T21:02:05.905735] [DEBUG] [REMOTE    ] TOI: Fetching historical data.
[2025-12-03T21:02:05.907663] [INFO ] [main      ] Progress: 457/965 forecasts completed (47.4%). ACWX finished in 0.6s. ETA: 1m 25s. Rate: 359.07 forecasts/min
[2025-12-03T21:02:05.917230] [DEBUG] [REMOTE    ] TOI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:05.918195] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, N/A% accuracy
[2025-12-03T21:02:05.918246] [INFO ] [LOCAL     ] TOI: Loaded 3 optimal features with 47.75% confidence from JSON config
[2025-12-03T21:02:05.918276] [DEBUG] [MAG       ] Building data for symbol: TOI with lookback: 0
[2025-12-03T21:02:05.919068] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:05.919126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:05.923866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:05.925631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:05.926092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:06.026651] [DEBUG] [MAG       ] KN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:06.051023] [DEBUG] [MAG       ] RSKD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:06.105382] [INFO ] [LOCAL     ] RSKD: Saved forecast.
[2025-12-03T21:02:06.105444] [INFO ] [main      ] RSKD: Signal=1 (Conf=80.0%), Magnitude=-2.68% (Conf=50.6984%)
[2025-12-03T21:02:06.105807] [INFO ] [main      ] Fetching symbol history for WDH...
[2025-12-03T21:02:06.105856] [DEBUG] [REMOTE    ] WDH: Fetching historical data.
[2025-12-03T21:02:06.106462] [INFO ] [main      ] Progress: 458/965 forecasts completed (47.5%). RSKD finished in 0.6s. ETA: 1m 25s. Rate: 358.92 forecasts/min
[2025-12-03T21:02:06.107015] [INFO ] [LOCAL     ] KN: Saved forecast.
[2025-12-03T21:02:06.107069] [INFO ] [main      ] KN: Signal=1 (Conf=80.0%), Magnitude=-0.28% (Conf=54.5995%)
[2025-12-03T21:02:06.107228] [INFO ] [main      ] Fetching symbol history for TPZ...
[2025-12-03T21:02:06.107272] [DEBUG] [REMOTE    ] TPZ: Fetching historical data.
[2025-12-03T21:02:06.107687] [INFO ] [main      ] Progress: 459/965 forecasts completed (47.6%). KN finished in 0.6s. ETA: 1m 24s. Rate: 359.70 forecasts/min
[2025-12-03T21:02:06.116923] [DEBUG] [REMOTE    ] WDH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:06.117997] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, N/A% accuracy
[2025-12-03T21:02:06.118061] [INFO ] [LOCAL     ] WDH: Loaded 4 optimal features with 40.07% confidence from JSON config
[2025-12-03T21:02:06.118097] [DEBUG] [MAG       ] Building data for symbol: WDH with lookback: 0
[2025-12-03T21:02:06.118860] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:06.118918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:06.119111] [DEBUG] [REMOTE    ] TPZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:06.121506] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 6 features, N/A% accuracy
[2025-12-03T21:02:06.121563] [INFO ] [LOCAL     ] TPZ: Loaded 6 optimal features with 48.69% confidence from JSON config
[2025-12-03T21:02:06.121614] [DEBUG] [MAG       ] Building data for symbol: TPZ with lookback: 0
[2025-12-03T21:02:06.122391] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:06.122451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:06.123702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:06.124468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:06.125273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:06.126266] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:06.128844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:06.130674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:06.131152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:06.131637] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:06.132263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:06.133280] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:06.191117] [DEBUG] [MAG       ] GLBE: Last date is validated at 2025-12-03
[2025-12-03T21:02:06.262033] [DEBUG] [MAG       ] TOI: Last date is validated at 2025-12-03
[2025-12-03T21:02:06.357062] [DEBUG] [MAG       ] GLBE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:06.425432] [DEBUG] [MAG       ] TOI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:06.456468] [INFO ] [LOCAL     ] GLBE: Saved forecast.
[2025-12-03T21:02:06.456532] [INFO ] [main      ] GLBE: Signal=1 (Conf=80.0%), Magnitude=0.08% (Conf=50.8196%)
[2025-12-03T21:02:06.456872] [INFO ] [main      ] Fetching symbol history for ESGE...
[2025-12-03T21:02:06.456921] [DEBUG] [REMOTE    ] ESGE: Fetching historical data.
[2025-12-03T21:02:06.457111] [DEBUG] [MAG       ] WDH: Last date is validated at 2025-12-03
[2025-12-03T21:02:06.457668] [INFO ] [main      ] Progress: 460/965 forecasts completed (47.7%). GLBE finished in 0.6s. ETA: 1m 24s. Rate: 358.84 forecasts/min
[2025-12-03T21:02:06.467953] [DEBUG] [REMOTE    ] ESGE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:06.469084] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 9 features, N/A% accuracy
[2025-12-03T21:02:06.469136] [INFO ] [LOCAL     ] ESGE: Loaded 9 optimal features with 55.13% confidence from JSON config
[2025-12-03T21:02:06.469167] [DEBUG] [MAG       ] Building data for symbol: ESGE with lookback: 0
[2025-12-03T21:02:06.469960] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:06.470023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:06.472344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:06.474822] [DEBUG] [MAG       ] TPZ: Last date is validated at 2025-12-03
[2025-12-03T21:02:06.482646] [INFO ] [LOCAL     ] TOI: Saved forecast.
[2025-12-03T21:02:06.482713] [INFO ] [main      ] TOI: Signal=1 (Conf=80.0%), Magnitude=5.74% (Conf=47.7519%)
[2025-12-03T21:02:06.482873] [INFO ] [main      ] Fetching symbol history for MEDP...
[2025-12-03T21:02:06.482915] [DEBUG] [REMOTE    ] MEDP: Fetching historical data.
[2025-12-03T21:02:06.484641] [INFO ] [main      ] Progress: 461/965 forecasts completed (47.8%). TOI finished in 0.6s. ETA: 1m 24s. Rate: 359.50 forecasts/min
[2025-12-03T21:02:06.494376] [DEBUG] [REMOTE    ] MEDP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:06.495472] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 7 features, N/A% accuracy
[2025-12-03T21:02:06.495523] [INFO ] [LOCAL     ] MEDP: Loaded 7 optimal features with 55.48% confidence from JSON config
[2025-12-03T21:02:06.495553] [DEBUG] [MAG       ] Building data for symbol: MEDP with lookback: 0
[2025-12-03T21:02:06.496356] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:06.496419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:06.501209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:06.503018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:06.503486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:06.503884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:06.504610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:06.505199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:06.506459] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:06.511259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:06.513070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:06.513541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:06.514544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:06.516131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:06.517155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:06.517822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:06.519152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:06.629360] [DEBUG] [MAG       ] WDH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:06.646631] [DEBUG] [MAG       ] TPZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:06.683816] [INFO ] [LOCAL     ] WDH: Saved forecast.
[2025-12-03T21:02:06.683879] [INFO ] [main      ] WDH: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=40.067%)
[2025-12-03T21:02:06.684200] [INFO ] [main      ] Fetching symbol history for WASH...
[2025-12-03T21:02:06.684249] [DEBUG] [REMOTE    ] WASH: Fetching historical data.
[2025-12-03T21:02:06.684241] [INFO ] [main      ] Progress: 462/965 forecasts completed (47.9%). WDH finished in 0.6s. ETA: 1m 24s. Rate: 359.34 forecasts/min
[2025-12-03T21:02:06.696238] [DEBUG] [REMOTE    ] WASH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:06.697040] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 5 features, N/A% accuracy
[2025-12-03T21:02:06.697088] [INFO ] [LOCAL     ] WASH: Loaded 5 optimal features with 64.29% confidence from JSON config
[2025-12-03T21:02:06.697118] [DEBUG] [MAG       ] Building data for symbol: WASH with lookback: 0
[2025-12-03T21:02:06.697872] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:06.697929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:06.702558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:06.713402] [INFO ] [LOCAL     ] TPZ: Saved forecast.
[2025-12-03T21:02:06.713469] [INFO ] [main      ] TPZ: Signal=1 (Conf=80.0%), Magnitude=-0.91% (Conf=48.6874%)
[2025-12-03T21:02:06.713929] [INFO ] [main      ] Progress: 463/965 forecasts completed (48.0%). TPZ finished in 0.6s. ETA: 1m 24s. Rate: 359.98 forecasts/min
[2025-12-03T21:02:06.714067] [INFO ] [main      ] Fetching symbol history for TVC...
[2025-12-03T21:02:06.714124] [DEBUG] [REMOTE    ] TVC: Fetching historical data.
[2025-12-03T21:02:06.726421] [DEBUG] [REMOTE    ] TVC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:06.727487] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 6 features, N/A% accuracy
[2025-12-03T21:02:06.727540] [INFO ] [LOCAL     ] TVC: Loaded 6 optimal features with 46.56% confidence from JSON config
[2025-12-03T21:02:06.727592] [DEBUG] [MAG       ] Building data for symbol: TVC with lookback: 0
[2025-12-03T21:02:06.728397] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:06.728459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:06.733349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:06.734313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:06.736274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:06.738241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:06.739554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:06.741103] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:06.808871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:06.809734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:06.810402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:06.811739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:06.837382] [DEBUG] [MAG       ] MEDP: Last date is validated at 2025-12-03
[2025-12-03T21:02:06.852366] [DEBUG] [MAG       ] ESGE: Last date is validated at 2025-12-03
[2025-12-03T21:02:07.016630] [DEBUG] [MAG       ] ESGE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:07.057791] [DEBUG] [MAG       ] MEDP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:07.072415] [DEBUG] [MAG       ] TVC: Last date is validated at 2025-12-03
[2025-12-03T21:02:07.094457] [INFO ] [LOCAL     ] ESGE: Saved forecast.
[2025-12-03T21:02:07.094532] [INFO ] [main      ] ESGE: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=55.1316%)
[2025-12-03T21:02:07.095236] [INFO ] [main      ] Fetching symbol history for SYY...
[2025-12-03T21:02:07.095285] [DEBUG] [REMOTE    ] SYY: Fetching historical data.
[2025-12-03T21:02:07.096432] [INFO ] [main      ] Progress: 464/965 forecasts completed (48.1%). ESGE finished in 0.6s. ETA: 1m 24s. Rate: 358.98 forecasts/min
[2025-12-03T21:02:07.106744] [DEBUG] [REMOTE    ] SYY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:07.107703] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 2 features, N/A% accuracy
[2025-12-03T21:02:07.107754] [INFO ] [LOCAL     ] SYY: Loaded 2 optimal features with 54.79% confidence from JSON config
[2025-12-03T21:02:07.107784] [DEBUG] [MAG       ] Building data for symbol: SYY with lookback: 0
[2025-12-03T21:02:07.108606] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:07.108675] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:07.109369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:07.111312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:07.143683] [DEBUG] [MAG       ] WASH: Last date is validated at 2025-12-03
[2025-12-03T21:02:07.244255] [DEBUG] [MAG       ] TVC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:07.250122] [INFO ] [LOCAL     ] MEDP: Saved forecast.
[2025-12-03T21:02:07.250190] [INFO ] [main      ] MEDP: Signal=1 (Conf=80.0%), Magnitude=-0.69% (Conf=55.4821%)
[2025-12-03T21:02:07.250538] [INFO ] [main      ] Fetching symbol history for ORC...
[2025-12-03T21:02:07.250604] [DEBUG] [REMOTE    ] ORC: Fetching historical data.
[2025-12-03T21:02:07.250653] [INFO ] [main      ] Progress: 465/965 forecasts completed (48.2%). MEDP finished in 0.8s. ETA: 1m 24s. Rate: 359.04 forecasts/min
[2025-12-03T21:02:07.262122] [DEBUG] [REMOTE    ] ORC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:07.263141] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 8 features, N/A% accuracy
[2025-12-03T21:02:07.263193] [INFO ] [LOCAL     ] ORC: Loaded 8 optimal features with 56.83% confidence from JSON config
[2025-12-03T21:02:07.263223] [DEBUG] [MAG       ] Building data for symbol: ORC with lookback: 0
[2025-12-03T21:02:07.264026] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:07.264088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:07.268804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:07.270537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:07.271019] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:07.271447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:07.271855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:07.272564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:07.274824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:07.306596] [INFO ] [LOCAL     ] TVC: Saved forecast.
[2025-12-03T21:02:07.306673] [INFO ] [main      ] TVC: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=46.5567%)
[2025-12-03T21:02:07.307025] [INFO ] [main      ] Progress: 466/965 forecasts completed (48.3%). TVC finished in 0.6s. ETA: 1m 23s. Rate: 359.55 forecasts/min
[2025-12-03T21:02:07.307147] [INFO ] [main      ] Fetching symbol history for BBVA...
[2025-12-03T21:02:07.307190] [DEBUG] [REMOTE    ] BBVA: Fetching historical data.
[2025-12-03T21:02:07.308840] [DEBUG] [MAG       ] WASH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:07.318709] [DEBUG] [REMOTE    ] BBVA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:07.319604] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 9 features, N/A% accuracy
[2025-12-03T21:02:07.319671] [INFO ] [LOCAL     ] BBVA: Loaded 9 optimal features with 61.67% confidence from JSON config
[2025-12-03T21:02:07.319703] [DEBUG] [MAG       ] Building data for symbol: BBVA with lookback: 0
[2025-12-03T21:02:07.320447] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:07.320508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:07.322191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:07.322714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:07.324320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:07.364177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:07.365031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:07.365717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:07.367194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:02:07.369558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:07.370552] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:07.384559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:07.393007] [INFO ] [LOCAL     ] WASH: Saved forecast.
[2025-12-03T21:02:07.393084] [INFO ] [main      ] WASH: Signal=1 (Conf=80.0%), Magnitude=1.67% (Conf=64.2948%)
[2025-12-03T21:02:07.393454] [INFO ] [main      ] Fetching symbol history for SMX...
[2025-12-03T21:02:07.393504] [DEBUG] [REMOTE    ] SMX: Fetching historical data.
[2025-12-03T21:02:07.394650] [INFO ] [main      ] Progress: 467/965 forecasts completed (48.4%). WASH finished in 0.7s. ETA: 1m 23s. Rate: 359.92 forecasts/min
[2025-12-03T21:02:07.405130] [DEBUG] [REMOTE    ] SMX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:07.406150] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 4 features, N/A% accuracy
[2025-12-03T21:02:07.406200] [INFO ] [LOCAL     ] SMX: Loaded 4 optimal features with 30.23% confidence from JSON config
[2025-12-03T21:02:07.406230] [DEBUG] [MAG       ] Building data for symbol: SMX with lookback: 0
[2025-12-03T21:02:07.406993] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:07.407061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:07.408737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:07.409223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:07.409686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:07.410421] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:07.449396] [DEBUG] [MAG       ] SYY: Last date is validated at 2025-12-03
[2025-12-03T21:02:07.617500] [DEBUG] [MAG       ] SYY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:07.704282] [INFO ] [LOCAL     ] SYY: Saved forecast.
[2025-12-03T21:02:07.704346] [INFO ] [main      ] SYY: Signal=1 (Conf=80.0%), Magnitude=2.03% (Conf=54.7931%)
[2025-12-03T21:02:07.704697] [INFO ] [main      ] Fetching symbol history for BJDX...
[2025-12-03T21:02:07.704747] [DEBUG] [REMOTE    ] BJDX: Fetching historical data.
[2025-12-03T21:02:07.706671] [INFO ] [main      ] Progress: 468/965 forecasts completed (48.5%). SYY finished in 0.6s. ETA: 1m 23s. Rate: 359.25 forecasts/min
[2025-12-03T21:02:07.709753] [DEBUG] [MAG       ] BBVA: Last date is validated at 2025-12-03
[2025-12-03T21:02:07.715885] [DEBUG] [REMOTE    ] BJDX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:07.716988] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 4 features, N/A% accuracy
[2025-12-03T21:02:07.717040] [INFO ] [LOCAL     ] BJDX: Loaded 4 optimal features with 58.05% confidence from JSON config
[2025-12-03T21:02:07.717071] [DEBUG] [MAG       ] Building data for symbol: BJDX with lookback: 0
[2025-12-03T21:02:07.717856] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:07.717913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:07.719599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:07.720097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:07.720526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:07.720932] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:07.727065] [DEBUG] [MAG       ] ORC: Last date is validated at 2025-12-03
[2025-12-03T21:02:07.749834] [DEBUG] [MAG       ] SMX: Last date is validated at 2025-12-03
[2025-12-03T21:02:07.877022] [DEBUG] [MAG       ] BBVA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:07.900592] [DEBUG] [MAG       ] ORC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:07.917699] [DEBUG] [MAG       ] SMX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:07.949088] [INFO ] [LOCAL     ] BBVA: Saved forecast.
[2025-12-03T21:02:07.949152] [INFO ] [main      ] BBVA: Signal=1 (Conf=80.0%), Magnitude=2.43% (Conf=61.6729%)
[2025-12-03T21:02:07.949492] [INFO ] [main      ] Progress: 469/965 forecasts completed (48.6%). BBVA finished in 0.6s. ETA: 1m 23s. Rate: 358.90 forecasts/min
[2025-12-03T21:02:07.949637] [INFO ] [main      ] Fetching symbol history for FTQI...
[2025-12-03T21:02:07.949681] [DEBUG] [REMOTE    ] FTQI: Fetching historical data.
[2025-12-03T21:02:07.960815] [DEBUG] [REMOTE    ] FTQI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:07.961787] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 9 features, N/A% accuracy
[2025-12-03T21:02:07.961840] [INFO ] [LOCAL     ] FTQI: Loaded 9 optimal features with 53.70% confidence from JSON config
[2025-12-03T21:02:07.961871] [DEBUG] [MAG       ] Building data for symbol: FTQI with lookback: 0
[2025-12-03T21:02:07.962433] [INFO ] [LOCAL     ] ORC: Saved forecast.
[2025-12-03T21:02:07.962498] [INFO ] [main      ] ORC: Signal=1 (Conf=80.0%), Magnitude=1.46% (Conf=56.8255%)
[2025-12-03T21:02:07.962639] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:07.962700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:07.962864] [INFO ] [main      ] Fetching symbol history for ABVX...
[2025-12-03T21:02:07.962917] [DEBUG] [REMOTE    ] ABVX: Fetching historical data.
[2025-12-03T21:02:07.964462] [INFO ] [main      ] Progress: 470/965 forecasts completed (48.7%). ORC finished in 0.7s. ETA: 1m 23s. Rate: 359.60 forecasts/min
[2025-12-03T21:02:07.964382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:07.965082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:07.965466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:07.966093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:07.967088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:07.968230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:07.970274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:07.971314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:07.972890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:07.975304] [DEBUG] [REMOTE    ] ABVX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:07.976402] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 4 features, N/A% accuracy
[2025-12-03T21:02:07.976455] [INFO ] [LOCAL     ] ABVX: Loaded 4 optimal features with 47.69% confidence from JSON config
[2025-12-03T21:02:07.976487] [DEBUG] [MAG       ] Building data for symbol: ABVX with lookback: 0
[2025-12-03T21:02:07.977334] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:07.977397] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:07.978179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:07.979392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:07.982467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:07.988024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:08.055483] [DEBUG] [MAG       ] BJDX: Last date is validated at 2025-12-03
[2025-12-03T21:02:08.086213] [INFO ] [LOCAL     ] SMX: Saved forecast.
[2025-12-03T21:02:08.086278] [INFO ] [main      ] SMX: Signal=1 (Conf=80.0%), Magnitude=40.51% (Conf=30.2272%)
[2025-12-03T21:02:08.086655] [INFO ] [main      ] Fetching symbol history for VSH...
[2025-12-03T21:02:08.086705] [DEBUG] [REMOTE    ] VSH: Fetching historical data.
[2025-12-03T21:02:08.087741] [INFO ] [main      ] Progress: 471/965 forecasts completed (48.8%). SMX finished in 0.7s. ETA: 1m 22s. Rate: 359.80 forecasts/min
[2025-12-03T21:02:08.098132] [DEBUG] [REMOTE    ] VSH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:08.099778] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 1 features, N/A% accuracy
[2025-12-03T21:02:08.099828] [INFO ] [LOCAL     ] VSH: Loaded 1 optimal features with 45.27% confidence from JSON config
[2025-12-03T21:02:08.099858] [DEBUG] [MAG       ] Building data for symbol: VSH with lookback: 0
[2025-12-03T21:02:08.100626] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:08.100681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:08.101661] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:08.221853] [DEBUG] [MAG       ] BJDX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:08.291782] [INFO ] [LOCAL     ] BJDX: Saved forecast.
[2025-12-03T21:02:08.291862] [INFO ] [main      ] BJDX: Signal=1 (Conf=80.0%), Magnitude=2.47% (Conf=58.048%)
[2025-12-03T21:02:08.292163] [INFO ] [main      ] Fetching symbol history for NGG...
[2025-12-03T21:02:08.292211] [DEBUG] [REMOTE    ] NGG: Fetching historical data.
[2025-12-03T21:02:08.293079] [INFO ] [main      ] Progress: 472/965 forecasts completed (48.9%). BJDX finished in 0.6s. ETA: 1m 22s. Rate: 359.62 forecasts/min
[2025-12-03T21:02:08.303349] [DEBUG] [REMOTE    ] NGG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:08.304550] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 7 features, N/A% accuracy
[2025-12-03T21:02:08.304627] [INFO ] [LOCAL     ] NGG: Loaded 7 optimal features with 61.74% confidence from JSON config
[2025-12-03T21:02:08.304659] [DEBUG] [MAG       ] Building data for symbol: NGG with lookback: 0
[2025-12-03T21:02:08.305413] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:08.305475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:08.307127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:08.307649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:08.308029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:08.308796] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:08.309343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:08.310842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:08.313436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:08.315603] [DEBUG] [MAG       ] FTQI: Last date is validated at 2025-12-03
[2025-12-03T21:02:08.331190] [DEBUG] [MAG       ] ABVX: Last date is validated at 2025-12-03
[2025-12-03T21:02:08.432768] [DEBUG] [MAG       ] VSH: Last date is validated at 2025-12-03
[2025-12-03T21:02:08.486869] [DEBUG] [MAG       ] FTQI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:08.504062] [DEBUG] [MAG       ] ABVX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:08.550454] [INFO ] [LOCAL     ] FTQI: Saved forecast.
[2025-12-03T21:02:08.550526] [INFO ] [main      ] FTQI: Signal=1 (Conf=80.0%), Magnitude=-0.06% (Conf=53.6996%)
[2025-12-03T21:02:08.550889] [INFO ] [main      ] Fetching symbol history for TPG...
[2025-12-03T21:02:08.550940] [DEBUG] [REMOTE    ] TPG: Fetching historical data.
[2025-12-03T21:02:08.551657] [INFO ] [main      ] Progress: 473/965 forecasts completed (49.0%). FTQI finished in 0.6s. ETA: 1m 22s. Rate: 359.20 forecasts/min
[2025-12-03T21:02:08.562721] [DEBUG] [REMOTE    ] TPG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:08.564203] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 4 features, N/A% accuracy
[2025-12-03T21:02:08.564255] [INFO ] [LOCAL     ] TPG: Loaded 4 optimal features with 58.49% confidence from JSON config
[2025-12-03T21:02:08.564287] [DEBUG] [MAG       ] Building data for symbol: TPG with lookback: 0
[2025-12-03T21:02:08.565109] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:08.565171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:08.570149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:08.571006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:08.571663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:08.574451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:08.598268] [DEBUG] [MAG       ] VSH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:08.633512] [INFO ] [LOCAL     ] ABVX: Saved forecast.
[2025-12-03T21:02:08.633599] [INFO ] [main      ] ABVX: Signal=1 (Conf=80.0%), Magnitude=8.03% (Conf=47.689%)
[2025-12-03T21:02:08.634050] [INFO ] [main      ] Fetching symbol history for VPG...
[2025-12-03T21:02:08.634104] [DEBUG] [REMOTE    ] VPG: Fetching historical data.
[2025-12-03T21:02:08.634652] [INFO ] [main      ] Progress: 474/965 forecasts completed (49.1%). ABVX finished in 0.7s. ETA: 1m 22s. Rate: 359.59 forecasts/min
[2025-12-03T21:02:08.645798] [DEBUG] [MAG       ] NGG: Last date is validated at 2025-12-03
[2025-12-03T21:02:08.646311] [DEBUG] [REMOTE    ] VPG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:08.647485] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, N/A% accuracy
[2025-12-03T21:02:08.647554] [INFO ] [LOCAL     ] VPG: Loaded 2 optimal features with 47.19% confidence from JSON config
[2025-12-03T21:02:08.647622] [DEBUG] [MAG       ] Building data for symbol: VPG with lookback: 0
[2025-12-03T21:02:08.648485] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:08.648545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:08.653508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:08.654749] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:08.669441] [INFO ] [LOCAL     ] VSH: Saved forecast.
[2025-12-03T21:02:08.669505] [INFO ] [main      ] VSH: Signal=1 (Conf=80.0%), Magnitude=-0.19% (Conf=45.2703%)
[2025-12-03T21:02:08.669873] [INFO ] [main      ] Fetching symbol history for GPRO...
[2025-12-03T21:02:08.669925] [DEBUG] [REMOTE    ] GPRO: Fetching historical data.
[2025-12-03T21:02:08.670632] [INFO ] [main      ] Progress: 475/965 forecasts completed (49.2%). VSH finished in 0.6s. ETA: 1m 22s. Rate: 360.18 forecasts/min
[2025-12-03T21:02:08.681192] [DEBUG] [REMOTE    ] GPRO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:08.682033] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 9 features, N/A% accuracy
[2025-12-03T21:02:08.682083] [INFO ] [LOCAL     ] GPRO: Loaded 9 optimal features with 52.69% confidence from JSON config
[2025-12-03T21:02:08.682114] [DEBUG] [MAG       ] Building data for symbol: GPRO with lookback: 0
[2025-12-03T21:02:08.682877] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:08.682937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:08.687540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:08.689281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:08.689765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:08.690139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:08.740025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:08.740838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:08.814337] [DEBUG] [MAG       ] NGG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:08.817072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:08.818284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:08.819067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:08.897785] [INFO ] [LOCAL     ] NGG: Saved forecast.
[2025-12-03T21:02:08.897849] [INFO ] [main      ] NGG: Signal=1 (Conf=80.0%), Magnitude=0.24% (Conf=61.7433%)
[2025-12-03T21:02:08.898168] [INFO ] [main      ] Fetching symbol history for MPC...
[2025-12-03T21:02:08.898217] [DEBUG] [REMOTE    ] MPC: Fetching historical data.
[2025-12-03T21:02:08.899086] [INFO ] [main      ] Progress: 476/965 forecasts completed (49.3%). NGG finished in 0.6s. ETA: 1m 22s. Rate: 359.90 forecasts/min
[2025-12-03T21:02:08.909783] [DEBUG] [REMOTE    ] MPC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:08.910710] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 3 features, N/A% accuracy
[2025-12-03T21:02:08.910762] [INFO ] [LOCAL     ] MPC: Loaded 3 optimal features with 49.25% confidence from JSON config
[2025-12-03T21:02:08.910793] [DEBUG] [MAG       ] Building data for symbol: MPC with lookback: 0
[2025-12-03T21:02:08.911562] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:08.911644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:08.913935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:08.915084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:08.916407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:08.919209] [DEBUG] [MAG       ] TPG: Last date is validated at 2025-12-03
[2025-12-03T21:02:09.000271] [DEBUG] [MAG       ] VPG: Last date is validated at 2025-12-03
[2025-12-03T21:02:09.090086] [DEBUG] [MAG       ] TPG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:09.151092] [DEBUG] [MAG       ] GPRO: Last date is validated at 2025-12-03
[2025-12-03T21:02:09.170152] [DEBUG] [MAG       ] VPG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:09.189934] [INFO ] [LOCAL     ] TPG: Saved forecast.
[2025-12-03T21:02:09.190002] [INFO ] [main      ] TPG: Signal=1 (Conf=80.0%), Magnitude=5.35% (Conf=58.4927%)
[2025-12-03T21:02:09.190340] [INFO ] [main      ] Fetching symbol history for TAOP...
[2025-12-03T21:02:09.190389] [DEBUG] [REMOTE    ] TAOP: Fetching historical data.
[2025-12-03T21:02:09.190651] [INFO ] [main      ] Progress: 477/965 forecasts completed (49.4%). TPG finished in 0.6s. ETA: 1m 21s. Rate: 359.34 forecasts/min
[2025-12-03T21:02:09.201816] [DEBUG] [REMOTE    ] TAOP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:09.203078] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 6 features, N/A% accuracy
[2025-12-03T21:02:09.203129] [INFO ] [LOCAL     ] TAOP: Loaded 6 optimal features with 47.05% confidence from JSON config
[2025-12-03T21:02:09.203159] [DEBUG] [MAG       ] Building data for symbol: TAOP with lookback: 0
[2025-12-03T21:02:09.204134] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:09.204193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:09.206024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:09.206520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:09.207540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:09.209145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:09.210146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:09.210816] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:09.250276] [DEBUG] [MAG       ] MPC: Last date is validated at 2025-12-03
[2025-12-03T21:02:09.252523] [INFO ] [LOCAL     ] VPG: Saved forecast.
[2025-12-03T21:02:09.252609] [INFO ] [main      ] VPG: Signal=1 (Conf=80.0%), Magnitude=-0.10% (Conf=47.1856%)
[2025-12-03T21:02:09.253052] [INFO ] [main      ] Fetching symbol history for FDS...
[2025-12-03T21:02:09.253105] [DEBUG] [REMOTE    ] FDS: Fetching historical data.
[2025-12-03T21:02:09.253639] [INFO ] [main      ] Progress: 478/965 forecasts completed (49.5%). VPG finished in 0.6s. ETA: 1m 21s. Rate: 359.80 forecasts/min
[2025-12-03T21:02:09.264676] [DEBUG] [REMOTE    ] FDS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:09.265609] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 8 features, N/A% accuracy
[2025-12-03T21:02:09.265668] [INFO ] [LOCAL     ] FDS: Loaded 8 optimal features with 55.97% confidence from JSON config
[2025-12-03T21:02:09.265701] [DEBUG] [MAG       ] Building data for symbol: FDS with lookback: 0
[2025-12-03T21:02:09.266533] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:09.266614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:09.268363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:09.268932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:09.269384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:09.269802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:09.270566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:09.315974] [DEBUG] [MAG       ] GPRO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:09.320462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:09.324812] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:09.326218] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:09.416254] [DEBUG] [MAG       ] MPC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:09.438731] [INFO ] [LOCAL     ] GPRO: Saved forecast.
[2025-12-03T21:02:09.438799] [INFO ] [main      ] GPRO: Signal=1 (Conf=80.0%), Magnitude=2.13% (Conf=52.6945%)
[2025-12-03T21:02:09.439151] [INFO ] [main      ] Fetching symbol history for BLMN...
[2025-12-03T21:02:09.439212] [DEBUG] [REMOTE    ] BLMN: Fetching historical data.
[2025-12-03T21:02:09.439202] [INFO ] [main      ] Progress: 479/965 forecasts completed (49.6%). GPRO finished in 0.8s. ETA: 1m 21s. Rate: 359.72 forecasts/min
[2025-12-03T21:02:09.450810] [DEBUG] [REMOTE    ] BLMN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:09.451976] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 5 features, N/A% accuracy
[2025-12-03T21:02:09.452026] [INFO ] [LOCAL     ] BLMN: Loaded 5 optimal features with 68.39% confidence from JSON config
[2025-12-03T21:02:09.452056] [DEBUG] [MAG       ] Building data for symbol: BLMN with lookback: 0
[2025-12-03T21:02:09.452822] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:09.452880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:09.457483] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:09.459283] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:09.459760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:09.460186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:09.462880] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:09.538550] [INFO ] [LOCAL     ] MPC: Saved forecast.
[2025-12-03T21:02:09.538631] [INFO ] [main      ] MPC: Signal=1 (Conf=80.0%), Magnitude=-1.10% (Conf=49.2479%)
[2025-12-03T21:02:09.538931] [INFO ] [main      ] Fetching symbol history for CATY...
[2025-12-03T21:02:09.538986] [DEBUG] [REMOTE    ] CATY: Fetching historical data.
[2025-12-03T21:02:09.539848] [INFO ] [main      ] Progress: 480/965 forecasts completed (49.7%). MPC finished in 0.6s. ETA: 1m 21s. Rate: 360.02 forecasts/min
[2025-12-03T21:02:09.541990] [DEBUG] [MAG       ] TAOP: Last date is validated at 2025-12-03
[2025-12-03T21:02:09.551183] [DEBUG] [REMOTE    ] CATY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:09.552360] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, N/A% accuracy
[2025-12-03T21:02:09.552410] [INFO ] [LOCAL     ] CATY: Loaded 3 optimal features with 48.74% confidence from JSON config
[2025-12-03T21:02:09.552440] [DEBUG] [MAG       ] Building data for symbol: CATY with lookback: 0
[2025-12-03T21:02:09.553232] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:09.553291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:09.558022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:09.559811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:09.560273] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:09.666237] [DEBUG] [MAG       ] FDS: Last date is validated at 2025-12-03
[2025-12-03T21:02:09.706842] [DEBUG] [MAG       ] TAOP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:09.796741] [INFO ] [LOCAL     ] TAOP: Saved forecast.
[2025-12-03T21:02:09.796808] [INFO ] [main      ] TAOP: Signal=1 (Conf=80.0%), Magnitude=5.99% (Conf=47.0518%)
[2025-12-03T21:02:09.797144] [INFO ] [main      ] Fetching symbol history for TAL...
[2025-12-03T21:02:09.797195] [DEBUG] [REMOTE    ] TAL: Fetching historical data.
[2025-12-03T21:02:09.797660] [INFO ] [main      ] Progress: 481/965 forecasts completed (49.8%). TAOP finished in 0.6s. ETA: 1m 21s. Rate: 359.61 forecasts/min
[2025-12-03T21:02:09.808760] [DEBUG] [REMOTE    ] TAL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:09.809802] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 4 features, N/A% accuracy
[2025-12-03T21:02:09.809854] [INFO ] [LOCAL     ] TAL: Loaded 4 optimal features with 47.54% confidence from JSON config
[2025-12-03T21:02:09.809884] [DEBUG] [MAG       ] Building data for symbol: TAL with lookback: 0
[2025-12-03T21:02:09.810680] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:09.810741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:09.811771] [DEBUG] [MAG       ] BLMN: Last date is validated at 2025-12-03
[2025-12-03T21:02:09.815421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:09.816224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:09.840714] [DEBUG] [MAG       ] FDS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:09.896278] [DEBUG] [MAG       ] CATY: Last date is validated at 2025-12-03
[2025-12-03T21:02:09.926204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:09.928662] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:09.976359] [DEBUG] [MAG       ] BLMN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:09.988433] [INFO ] [LOCAL     ] FDS: Saved forecast.
[2025-12-03T21:02:09.988501] [INFO ] [main      ] FDS: Signal=1 (Conf=80.0%), Magnitude=-2.35% (Conf=55.9709%)
[2025-12-03T21:02:09.989012] [INFO ] [main      ] Fetching symbol history for FTXL...
[2025-12-03T21:02:09.989068] [DEBUG] [REMOTE    ] FTXL: Fetching historical data.
[2025-12-03T21:02:09.989672] [INFO ] [main      ] Progress: 482/965 forecasts completed (49.9%). FDS finished in 0.7s. ETA: 1m 21s. Rate: 359.50 forecasts/min
[2025-12-03T21:02:10.000446] [DEBUG] [REMOTE    ] FTXL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:10.001502] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 2 features, N/A% accuracy
[2025-12-03T21:02:10.001590] [INFO ] [LOCAL     ] FTXL: Loaded 2 optimal features with 46.66% confidence from JSON config
[2025-12-03T21:02:10.001627] [DEBUG] [MAG       ] Building data for symbol: FTXL with lookback: 0
[2025-12-03T21:02:10.002534] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:10.002617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:10.007287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:10.008529] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:10.047157] [INFO ] [LOCAL     ] BLMN: Saved forecast.
[2025-12-03T21:02:10.047221] [INFO ] [main      ] BLMN: Signal=1 (Conf=80.0%), Magnitude=2.13% (Conf=68.3901%)
[2025-12-03T21:02:10.047563] [INFO ] [main      ] Fetching symbol history for AB...
[2025-12-03T21:02:10.047630] [DEBUG] [REMOTE    ] AB: Fetching historical data.
[2025-12-03T21:02:10.047667] [INFO ] [main      ] Progress: 483/965 forecasts completed (50.1%). BLMN finished in 0.6s. ETA: 1m 20s. Rate: 359.98 forecasts/min
[2025-12-03T21:02:10.058743] [DEBUG] [REMOTE    ] AB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:10.059776] [DEBUG] [LOCAL     ] Loaded configuration for AB: 2 features, N/A% accuracy
[2025-12-03T21:02:10.059828] [INFO ] [LOCAL     ] AB: Loaded 2 optimal features with 63.15% confidence from JSON config
[2025-12-03T21:02:10.059858] [DEBUG] [MAG       ] Building data for symbol: AB with lookback: 0
[2025-12-03T21:02:10.060630] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:10.060688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:10.065176] [DEBUG] [MAG       ] CATY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:10.065391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:10.066361] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:10.157135] [INFO ] [LOCAL     ] CATY: Saved forecast.
[2025-12-03T21:02:10.157537] [INFO ] [main      ] CATY: Signal=1 (Conf=80.0%), Magnitude=2.51% (Conf=48.7383%)
[2025-12-03T21:02:10.157721] [INFO ] [main      ] Fetching symbol history for SPXX...
[2025-12-03T21:02:10.157767] [DEBUG] [REMOTE    ] SPXX: Fetching historical data.
[2025-12-03T21:02:10.158842] [INFO ] [main      ] Progress: 484/965 forecasts completed (50.2%). CATY finished in 0.6s. ETA: 1m 20s. Rate: 360.23 forecasts/min
[2025-12-03T21:02:10.169330] [DEBUG] [REMOTE    ] SPXX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:10.170170] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 3 features, N/A% accuracy
[2025-12-03T21:02:10.170220] [INFO ] [LOCAL     ] SPXX: Loaded 3 optimal features with 53.30% confidence from JSON config
[2025-12-03T21:02:10.170250] [DEBUG] [MAG       ] Building data for symbol: SPXX with lookback: 0
[2025-12-03T21:02:10.171053] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:10.171111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:10.175795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:10.178200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:10.179830] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:10.278836] [DEBUG] [MAG       ] TAL: Last date is validated at 2025-12-03
[2025-12-03T21:02:10.364393] [DEBUG] [MAG       ] FTXL: Last date is validated at 2025-12-03
[2025-12-03T21:02:10.400459] [DEBUG] [MAG       ] AB: Last date is validated at 2025-12-03
[2025-12-03T21:02:10.451789] [DEBUG] [MAG       ] TAL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:10.518557] [DEBUG] [MAG       ] SPXX: Last date is validated at 2025-12-03
[2025-12-03T21:02:10.526436] [INFO ] [LOCAL     ] TAL: Saved forecast.
[2025-12-03T21:02:10.526504] [INFO ] [main      ] TAL: Signal=1 (Conf=80.0%), Magnitude=1.35% (Conf=47.5377%)
[2025-12-03T21:02:10.526900] [INFO ] [main      ] Fetching symbol history for KTOS...
[2025-12-03T21:02:10.526954] [DEBUG] [REMOTE    ] KTOS: Fetching historical data.
[2025-12-03T21:02:10.527665] [INFO ] [main      ] Progress: 485/965 forecasts completed (50.3%). TAL finished in 0.7s. ETA: 1m 20s. Rate: 359.33 forecasts/min
[2025-12-03T21:02:10.536810] [DEBUG] [MAG       ] FTXL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:10.538540] [DEBUG] [REMOTE    ] KTOS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:10.539061] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, N/A% accuracy
[2025-12-03T21:02:10.539109] [INFO ] [LOCAL     ] KTOS: Loaded 1 optimal features with 45.32% confidence from JSON config
[2025-12-03T21:02:10.539140] [DEBUG] [MAG       ] Building data for symbol: KTOS with lookback: 0
[2025-12-03T21:02:10.539990] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:10.540049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:10.540783] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:10.568223] [DEBUG] [MAG       ] AB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:10.641088] [INFO ] [LOCAL     ] AB: Saved forecast.
[2025-12-03T21:02:10.641153] [INFO ] [main      ] AB: Signal=1 (Conf=80.0%), Magnitude=0.99% (Conf=63.1533%)
[2025-12-03T21:02:10.641310] [INFO ] [main      ] Fetching symbol history for PACK...
[2025-12-03T21:02:10.641352] [DEBUG] [REMOTE    ] PACK: Fetching historical data.
[2025-12-03T21:02:10.642656] [INFO ] [main      ] Progress: 486/965 forecasts completed (50.4%). AB finished in 0.6s. ETA: 1m 20s. Rate: 359.56 forecasts/min
[2025-12-03T21:02:10.652441] [DEBUG] [REMOTE    ] PACK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:10.653593] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 4 features, N/A% accuracy
[2025-12-03T21:02:10.653642] [INFO ] [LOCAL     ] PACK: Loaded 4 optimal features with 51.73% confidence from JSON config
[2025-12-03T21:02:10.653672] [DEBUG] [MAG       ] Building data for symbol: PACK with lookback: 0
[2025-12-03T21:02:10.654416] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:10.654472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:10.656116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:10.656652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:10.657034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:10.658388] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:10.688356] [DEBUG] [MAG       ] SPXX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:10.738334] [INFO ] [LOCAL     ] FTXL: Saved forecast.
[2025-12-03T21:02:10.738406] [INFO ] [main      ] FTXL: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=46.6585%)
[2025-12-03T21:02:10.738781] [INFO ] [main      ] Fetching symbol history for TBPH...
[2025-12-03T21:02:10.738833] [DEBUG] [REMOTE    ] TBPH: Fetching historical data.
[2025-12-03T21:02:10.738807] [INFO ] [main      ] Progress: 487/965 forecasts completed (50.5%). FTXL finished in 0.7s. ETA: 1m 20s. Rate: 359.87 forecasts/min
[2025-12-03T21:02:10.749488] [INFO ] [LOCAL     ] SPXX: Saved forecast.
[2025-12-03T21:02:10.749554] [INFO ] [main      ] SPXX: Signal=1 (Conf=80.0%), Magnitude=0.23% (Conf=53.3007%)
[2025-12-03T21:02:10.749917] [INFO ] [main      ] Progress: 488/965 forecasts completed (50.6%). SPXX finished in 0.6s. ETA: 1m 19s. Rate: 360.56 forecasts/min
[2025-12-03T21:02:10.750034] [INFO ] [main      ] Fetching symbol history for GRAL...
[2025-12-03T21:02:10.750077] [DEBUG] [REMOTE    ] GRAL: Fetching historical data.
[2025-12-03T21:02:10.751694] [DEBUG] [REMOTE    ] TBPH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:10.752600] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, N/A% accuracy
[2025-12-03T21:02:10.752663] [INFO ] [LOCAL     ] TBPH: Loaded 5 optimal features with 43.35% confidence from JSON config
[2025-12-03T21:02:10.752696] [DEBUG] [MAG       ] Building data for symbol: TBPH with lookback: 0
[2025-12-03T21:02:10.753519] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:10.753599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:10.758539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:10.760388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:10.760893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:10.761298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:10.761598] [DEBUG] [REMOTE    ] GRAL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:10.762046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:10.762635] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 7 features, N/A% accuracy
[2025-12-03T21:02:10.762692] [INFO ] [LOCAL     ] GRAL: Loaded 7 optimal features with 51.58% confidence from JSON config
[2025-12-03T21:02:10.762723] [DEBUG] [MAG       ] Building data for symbol: GRAL with lookback: 0
[2025-12-03T21:02:10.763501] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:10.763563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:10.768547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:10.770334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:10.770844] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:10.771237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:10.772106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:10.773142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:10.774165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:10.884052] [DEBUG] [MAG       ] KTOS: Last date is validated at 2025-12-03
[2025-12-03T21:02:10.992763] [DEBUG] [MAG       ] PACK: Last date is validated at 2025-12-03
[2025-12-03T21:02:11.052714] [DEBUG] [MAG       ] KTOS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:11.110936] [DEBUG] [MAG       ] GRAL: Last date is validated at 2025-12-03
[2025-12-03T21:02:11.113487] [DEBUG] [MAG       ] TBPH: Last date is validated at 2025-12-03
[2025-12-03T21:02:11.159796] [DEBUG] [MAG       ] PACK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:11.160722] [INFO ] [LOCAL     ] KTOS: Saved forecast.
[2025-12-03T21:02:11.160791] [INFO ] [main      ] KTOS: Signal=1 (Conf=80.0%), Magnitude=2.66% (Conf=45.321%)
[2025-12-03T21:02:11.161152] [INFO ] [main      ] Fetching symbol history for AEG...
[2025-12-03T21:02:11.161201] [DEBUG] [REMOTE    ] AEG: Fetching historical data.
[2025-12-03T21:02:11.161653] [INFO ] [main      ] Progress: 489/965 forecasts completed (50.7%). KTOS finished in 0.6s. ETA: 1m 19s. Rate: 359.48 forecasts/min
[2025-12-03T21:02:11.172641] [DEBUG] [REMOTE    ] AEG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:11.173529] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 1 features, N/A% accuracy
[2025-12-03T21:02:11.173601] [INFO ] [LOCAL     ] AEG: Loaded 1 optimal features with 55.46% confidence from JSON config
[2025-12-03T21:02:11.173634] [DEBUG] [MAG       ] Building data for symbol: AEG with lookback: 0
[2025-12-03T21:02:11.174394] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:11.174451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:11.175165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:11.223726] [INFO ] [LOCAL     ] PACK: Saved forecast.
[2025-12-03T21:02:11.223799] [INFO ] [main      ] PACK: Signal=1 (Conf=80.0%), Magnitude=7.73% (Conf=51.7257%)
[2025-12-03T21:02:11.223961] [INFO ] [main      ] Fetching symbol history for PAL...
[2025-12-03T21:02:11.224001] [DEBUG] [REMOTE    ] PAL: Fetching historical data.
[2025-12-03T21:02:11.225754] [INFO ] [main      ] Progress: 490/965 forecasts completed (50.8%). PACK finished in 0.6s. ETA: 1m 19s. Rate: 359.93 forecasts/min
[2025-12-03T21:02:11.235177] [DEBUG] [REMOTE    ] PAL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:11.236158] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 6 features, N/A% accuracy
[2025-12-03T21:02:11.236208] [INFO ] [LOCAL     ] PAL: Loaded 6 optimal features with 58.53% confidence from JSON config
[2025-12-03T21:02:11.236239] [DEBUG] [MAG       ] Building data for symbol: PAL with lookback: 0
[2025-12-03T21:02:11.237032] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:11.237091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:11.238792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:11.239290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:11.239701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:11.241211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:11.243246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:11.244302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:11.279598] [DEBUG] [MAG       ] GRAL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:11.283406] [DEBUG] [MAG       ] TBPH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:11.351868] [INFO ] [LOCAL     ] TBPH: Saved forecast.
[2025-12-03T21:02:11.351933] [INFO ] [main      ] TBPH: Signal=1 (Conf=80.0%), Magnitude=0.72% (Conf=43.3489%)
[2025-12-03T21:02:11.352298] [INFO ] [main      ] Progress: 491/965 forecasts completed (50.9%). TBPH finished in 0.6s. ETA: 1m 19s. Rate: 360.11 forecasts/min
[2025-12-03T21:02:11.352427] [INFO ] [main      ] Fetching symbol history for SRBK...
[2025-12-03T21:02:11.352470] [DEBUG] [REMOTE    ] SRBK: Fetching historical data.
[2025-12-03T21:02:11.365173] [DEBUG] [REMOTE    ] SRBK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:11.366191] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 6 features, N/A% accuracy
[2025-12-03T21:02:11.366243] [INFO ] [LOCAL     ] SRBK: Loaded 6 optimal features with 54.30% confidence from JSON config
[2025-12-03T21:02:11.366276] [DEBUG] [MAG       ] Building data for symbol: SRBK with lookback: 0
[2025-12-03T21:02:11.367086] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:11.367148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:11.374763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:11.376632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:11.377133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:11.377526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:11.378164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:11.381044] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:11.404889] [INFO ] [LOCAL     ] GRAL: Saved forecast.
[2025-12-03T21:02:11.404955] [INFO ] [main      ] GRAL: Signal=1 (Conf=80.0%), Magnitude=-3.10% (Conf=51.5779%)
[2025-12-03T21:02:11.405390] [INFO ] [main      ] Fetching symbol history for ADUS...
[2025-12-03T21:02:11.405440] [DEBUG] [REMOTE    ] ADUS: Fetching historical data.
[2025-12-03T21:02:11.405655] [INFO ] [main      ] Progress: 492/965 forecasts completed (51.0%). GRAL finished in 0.7s. ETA: 1m 19s. Rate: 360.61 forecasts/min
[2025-12-03T21:02:11.416600] [DEBUG] [REMOTE    ] ADUS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:11.417547] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 0 features, N/A% accuracy
[2025-12-03T21:02:11.417618] [INFO ] [LOCAL     ] ADUS: Loaded 0 optimal features with 54.61% confidence from JSON config
[2025-12-03T21:02:11.417650] [DEBUG] [MAG       ] Building data for symbol: ADUS with lookback: 0
[2025-12-03T21:02:11.418428] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:02:11.507177] [DEBUG] [MAG       ] AEG: Last date is validated at 2025-12-03
[2025-12-03T21:02:11.579408] [DEBUG] [MAG       ] PAL: Last date is validated at 2025-12-03
[2025-12-03T21:02:11.672723] [DEBUG] [MAG       ] AEG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:11.724426] [INFO ] [LOCAL     ] AEG: Saved forecast.
[2025-12-03T21:02:11.724491] [INFO ] [main      ] AEG: Signal=1 (Conf=80.0%), Magnitude=0.21% (Conf=55.4567%)
[2025-12-03T21:02:11.724853] [INFO ] [main      ] Fetching symbol history for FMX...
[2025-12-03T21:02:11.724903] [DEBUG] [REMOTE    ] FMX: Fetching historical data.
[2025-12-03T21:02:11.726656] [INFO ] [main      ] Progress: 493/965 forecasts completed (51.1%). AEG finished in 0.6s. ETA: 1m 19s. Rate: 359.93 forecasts/min
[2025-12-03T21:02:11.730721] [DEBUG] [MAG       ] SRBK: Last date is validated at 2025-12-03
[2025-12-03T21:02:11.736083] [DEBUG] [REMOTE    ] FMX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:11.737037] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 8 features, N/A% accuracy
[2025-12-03T21:02:11.737408] [INFO ] [LOCAL     ] FMX: Loaded 8 optimal features with 56.68% confidence from JSON config
[2025-12-03T21:02:11.737442] [DEBUG] [MAG       ] Building data for symbol: FMX with lookback: 0
[2025-12-03T21:02:11.738246] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:11.738308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:11.742979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:11.744720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:11.745101] [DEBUG] [MAG       ] PAL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:11.745185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:11.745564] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:11.747921] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:11.749453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:11.750563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:11.752037] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:11.761485] [DEBUG] [MAG       ] ADUS: Last date is validated at 2025-12-03
[2025-12-03T21:02:11.819281] [INFO ] [LOCAL     ] PAL: Saved forecast.
[2025-12-03T21:02:11.819346] [INFO ] [main      ] PAL: Signal=1 (Conf=80.0%), Magnitude=6.59% (Conf=58.5345%)
[2025-12-03T21:02:11.819501] [INFO ] [main      ] Fetching symbol history for ARCB...
[2025-12-03T21:02:11.819543] [DEBUG] [REMOTE    ] ARCB: Fetching historical data.
[2025-12-03T21:02:11.820658] [INFO ] [main      ] Progress: 494/965 forecasts completed (51.2%). PAL finished in 0.6s. ETA: 1m 18s. Rate: 360.25 forecasts/min
[2025-12-03T21:02:11.831319] [DEBUG] [REMOTE    ] ARCB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:11.832389] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 8 features, N/A% accuracy
[2025-12-03T21:02:11.832439] [INFO ] [LOCAL     ] ARCB: Loaded 8 optimal features with 49.45% confidence from JSON config
[2025-12-03T21:02:11.832469] [DEBUG] [MAG       ] Building data for symbol: ARCB with lookback: 0
[2025-12-03T21:02:11.833565] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:11.833649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:11.838295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:11.840023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:11.840484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:11.840919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:11.841639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:11.904184] [DEBUG] [MAG       ] SRBK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:11.914118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:11.915737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:11.916905] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:11.932215] [DEBUG] [MAG       ] ADUS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:11.965756] [INFO ] [LOCAL     ] SRBK: Saved forecast.
[2025-12-03T21:02:11.965836] [INFO ] [main      ] SRBK: Signal=1 (Conf=80.0%), Magnitude=0.56% (Conf=54.2967%)
[2025-12-03T21:02:11.966029] [INFO ] [main      ] Fetching symbol history for QMOM...
[2025-12-03T21:02:11.966086] [DEBUG] [REMOTE    ] QMOM: Fetching historical data.
[2025-12-03T21:02:11.967040] [INFO ] [main      ] Progress: 495/965 forecasts completed (51.3%). SRBK finished in 0.6s. ETA: 1m 18s. Rate: 360.34 forecasts/min
[2025-12-03T21:02:11.977813] [DEBUG] [REMOTE    ] QMOM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:11.978803] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 2 features, N/A% accuracy
[2025-12-03T21:02:11.978857] [INFO ] [LOCAL     ] QMOM: Loaded 2 optimal features with 61.02% confidence from JSON config
[2025-12-03T21:02:11.978889] [DEBUG] [MAG       ] Building data for symbol: QMOM with lookback: 0
[2025-12-03T21:02:11.979720] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:11.979780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:11.980714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:11.982439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:12.036719] [INFO ] [LOCAL     ] ADUS: Saved forecast.
[2025-12-03T21:02:12.036785] [INFO ] [main      ] ADUS: Signal=1 (Conf=80.0%), Magnitude=-1.52% (Conf=54.6095%)
[2025-12-03T21:02:12.037124] [INFO ] [main      ] Progress: 496/965 forecasts completed (51.4%). ADUS finished in 0.6s. ETA: 1m 18s. Rate: 360.76 forecasts/min
[2025-12-03T21:02:12.037243] [INFO ] [main      ] Fetching symbol history for GGLL...
[2025-12-03T21:02:12.037284] [DEBUG] [REMOTE    ] GGLL: Fetching historical data.
[2025-12-03T21:02:12.049207] [DEBUG] [REMOTE    ] GGLL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:12.050267] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 8 features, N/A% accuracy
[2025-12-03T21:02:12.050318] [INFO ] [LOCAL     ] GGLL: Loaded 8 optimal features with 49.85% confidence from JSON config
[2025-12-03T21:02:12.050349] [DEBUG] [MAG       ] Building data for symbol: GGLL with lookback: 0
[2025-12-03T21:02:12.051148] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:12.051209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:12.052885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:12.053390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:12.053859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:12.054257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:12.055059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:12.056742] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:12.086766] [DEBUG] [MAG       ] FMX: Last date is validated at 2025-12-03
[2025-12-03T21:02:12.096883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:12.173973] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:12.247812] [DEBUG] [MAG       ] ARCB: Last date is validated at 2025-12-03
[2025-12-03T21:02:12.253589] [DEBUG] [MAG       ] FMX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:12.325802] [DEBUG] [MAG       ] QMOM: Last date is validated at 2025-12-03
[2025-12-03T21:02:12.413330] [DEBUG] [MAG       ] ARCB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:12.448740] [INFO ] [LOCAL     ] FMX: Saved forecast.
[2025-12-03T21:02:12.448809] [INFO ] [main      ] FMX: Signal=1 (Conf=80.0%), Magnitude=2.33% (Conf=56.6797%)
[2025-12-03T21:02:12.449185] [INFO ] [main      ] Progress: 497/965 forecasts completed (51.5%). FMX finished in 0.7s. ETA: 1m 18s. Rate: 359.69 forecasts/min
[2025-12-03T21:02:12.449379] [INFO ] [main      ] Fetching symbol history for CRVS...
[2025-12-03T21:02:12.449426] [DEBUG] [REMOTE    ] CRVS: Fetching historical data.
[2025-12-03T21:02:12.460868] [DEBUG] [REMOTE    ] CRVS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:12.461922] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 5 features, N/A% accuracy
[2025-12-03T21:02:12.461974] [INFO ] [LOCAL     ] CRVS: Loaded 5 optimal features with 60.39% confidence from JSON config
[2025-12-03T21:02:12.462005] [DEBUG] [MAG       ] Building data for symbol: CRVS with lookback: 0
[2025-12-03T21:02:12.462803] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:12.462863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:12.464507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:12.465033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:12.465417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:12.467795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:12.469770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:12.512785] [DEBUG] [MAG       ] QMOM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:12.520748] [DEBUG] [MAG       ] GGLL: Last date is validated at 2025-12-03
[2025-12-03T21:02:12.598260] [INFO ] [LOCAL     ] QMOM: Saved forecast.
[2025-12-03T21:02:12.598328] [INFO ] [main      ] QMOM: Signal=1 (Conf=80.0%), Magnitude=0.22% (Conf=61.0167%)
[2025-12-03T21:02:12.598789] [INFO ] [main      ] Fetching symbol history for BSSX...
[2025-12-03T21:02:12.598842] [DEBUG] [REMOTE    ] BSSX: Fetching historical data.
[2025-12-03T21:02:12.599686] [INFO ] [main      ] Progress: 498/965 forecasts completed (51.6%). QMOM finished in 0.6s. ETA: 1m 18s. Rate: 359.76 forecasts/min
[2025-12-03T21:02:12.609803] [DEBUG] [REMOTE    ] BSSX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:12.610806] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 7 features, N/A% accuracy
[2025-12-03T21:02:12.610863] [INFO ] [LOCAL     ] BSSX: Loaded 7 optimal features with 56.67% confidence from JSON config
[2025-12-03T21:02:12.610896] [DEBUG] [MAG       ] Building data for symbol: BSSX with lookback: 0
[2025-12-03T21:02:12.611704] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:12.611766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:12.616755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:12.618612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:12.619116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:12.620126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:12.624459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:12.625598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:12.631709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:12.641607] [INFO ] [LOCAL     ] ARCB: Saved forecast.
[2025-12-03T21:02:12.641676] [INFO ] [main      ] ARCB: Signal=1 (Conf=80.0%), Magnitude=10.85% (Conf=49.4464%)
[2025-12-03T21:02:12.641828] [INFO ] [main      ] Fetching symbol history for IQQQ...
[2025-12-03T21:02:12.641869] [DEBUG] [REMOTE    ] IQQQ: Fetching historical data.
[2025-12-03T21:02:12.643713] [INFO ] [main      ] Progress: 499/965 forecasts completed (51.7%). ARCB finished in 0.8s. ETA: 1m 18s. Rate: 360.29 forecasts/min
[2025-12-03T21:02:12.653414] [DEBUG] [REMOTE    ] IQQQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:12.654420] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 1 features, N/A% accuracy
[2025-12-03T21:02:12.654470] [INFO ] [LOCAL     ] IQQQ: Loaded 1 optimal features with 46.17% confidence from JSON config
[2025-12-03T21:02:12.654500] [DEBUG] [MAG       ] Building data for symbol: IQQQ with lookback: 0
[2025-12-03T21:02:12.655284] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:12.655340] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:12.660179] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:12.702004] [DEBUG] [MAG       ] GGLL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:12.821342] [INFO ] [LOCAL     ] GGLL: Saved forecast.
[2025-12-03T21:02:12.821409] [INFO ] [main      ] GGLL: Signal=1 (Conf=80.0%), Magnitude=4.86% (Conf=49.8511%)
[2025-12-03T21:02:12.821769] [INFO ] [main      ] Fetching symbol history for RVMD...
[2025-12-03T21:02:12.821820] [DEBUG] [REMOTE    ] RVMD: Fetching historical data.
[2025-12-03T21:02:12.822666] [INFO ] [main      ] Progress: 500/965 forecasts completed (51.8%). GGLL finished in 0.8s. ETA: 1m 17s. Rate: 360.24 forecasts/min
[2025-12-03T21:02:12.829204] [DEBUG] [MAG       ] CRVS: Last date is validated at 2025-12-03
[2025-12-03T21:02:12.836094] [DEBUG] [REMOTE    ] RVMD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:12.837074] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 8 features, N/A% accuracy
[2025-12-03T21:02:12.837140] [INFO ] [LOCAL     ] RVMD: Loaded 8 optimal features with 57.31% confidence from JSON config
[2025-12-03T21:02:12.837174] [DEBUG] [MAG       ] Building data for symbol: RVMD with lookback: 0
[2025-12-03T21:02:12.837998] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:12.838092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:12.843398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:12.845321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:12.845828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:12.849454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:12.849926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:12.891209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:12.892438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:12.973111] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:12.978439] [DEBUG] [MAG       ] BSSX: Last date is validated at 2025-12-03
[2025-12-03T21:02:13.002229] [DEBUG] [MAG       ] CRVS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:13.007384] [DEBUG] [MAG       ] IQQQ: Last date is validated at 2025-12-03
[2025-12-03T21:02:13.074686] [INFO ] [LOCAL     ] CRVS: Saved forecast.
[2025-12-03T21:02:13.074751] [INFO ] [main      ] CRVS: Signal=1 (Conf=80.0%), Magnitude=-0.74% (Conf=60.3866%)
[2025-12-03T21:02:13.075102] [INFO ] [main      ] Progress: 501/965 forecasts completed (51.9%). CRVS finished in 0.6s. ETA: 1m 17s. Rate: 359.87 forecasts/min
[2025-12-03T21:02:13.075226] [INFO ] [main      ] Fetching symbol history for VFF...
[2025-12-03T21:02:13.075273] [DEBUG] [REMOTE    ] VFF: Fetching historical data.
[2025-12-03T21:02:13.087259] [DEBUG] [REMOTE    ] VFF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:13.088121] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, N/A% accuracy
[2025-12-03T21:02:13.088171] [INFO ] [LOCAL     ] VFF: Loaded 5 optimal features with 57.02% confidence from JSON config
[2025-12-03T21:02:13.088202] [DEBUG] [MAG       ] Building data for symbol: VFF with lookback: 0
[2025-12-03T21:02:13.088995] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:13.089053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:13.090711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:13.091206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:13.091614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:13.092355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:13.093895] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:13.142097] [DEBUG] [MAG       ] BSSX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:13.186414] [DEBUG] [MAG       ] IQQQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:13.201585] [INFO ] [LOCAL     ] BSSX: Saved forecast.
[2025-12-03T21:02:13.201650] [INFO ] [main      ] BSSX: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=56.668%)
[2025-12-03T21:02:13.202067] [INFO ] [main      ] Fetching symbol history for ASG...
[2025-12-03T21:02:13.202116] [DEBUG] [REMOTE    ] ASG: Fetching historical data.
[2025-12-03T21:02:13.202661] [INFO ] [main      ] Progress: 502/965 forecasts completed (52.0%). BSSX finished in 0.6s. ETA: 1m 17s. Rate: 360.03 forecasts/min
[2025-12-03T21:02:13.212935] [DEBUG] [REMOTE    ] ASG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:13.213809] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 6 features, N/A% accuracy
[2025-12-03T21:02:13.213859] [INFO ] [LOCAL     ] ASG: Loaded 6 optimal features with 53.63% confidence from JSON config
[2025-12-03T21:02:13.213889] [DEBUG] [MAG       ] Building data for symbol: ASG with lookback: 0
[2025-12-03T21:02:13.214660] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:13.214721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:13.216266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:13.217502] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:13.220136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:13.221138] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:13.221849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:13.236020] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:13.256522] [INFO ] [LOCAL     ] IQQQ: Saved forecast.
[2025-12-03T21:02:13.256606] [INFO ] [main      ] IQQQ: Signal=1 (Conf=80.0%), Magnitude=1.10% (Conf=46.1705%)
[2025-12-03T21:02:13.257049] [INFO ] [main      ] Fetching symbol history for ANGO...
[2025-12-03T21:02:13.257099] [DEBUG] [REMOTE    ] ANGO: Fetching historical data.
[2025-12-03T21:02:13.257665] [INFO ] [main      ] Progress: 503/965 forecasts completed (52.1%). IQQQ finished in 0.6s. ETA: 1m 17s. Rate: 360.51 forecasts/min
[2025-12-03T21:02:13.268264] [DEBUG] [REMOTE    ] ANGO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:13.269169] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 2 features, N/A% accuracy
[2025-12-03T21:02:13.269219] [INFO ] [LOCAL     ] ANGO: Loaded 2 optimal features with 52.57% confidence from JSON config
[2025-12-03T21:02:13.269249] [DEBUG] [MAG       ] Building data for symbol: ANGO with lookback: 0
[2025-12-03T21:02:13.270027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:13.270095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:13.271669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:13.272450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:13.311776] [DEBUG] [MAG       ] RVMD: Last date is validated at 2025-12-03
[2025-12-03T21:02:13.425094] [DEBUG] [MAG       ] VFF: Last date is validated at 2025-12-03
[2025-12-03T21:02:13.484637] [DEBUG] [MAG       ] RVMD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:13.577820] [DEBUG] [MAG       ] ASG: Last date is validated at 2025-12-03
[2025-12-03T21:02:13.588385] [INFO ] [LOCAL     ] RVMD: Saved forecast.
[2025-12-03T21:02:13.588449] [INFO ] [main      ] RVMD: Signal=1 (Conf=80.0%), Magnitude=6.07% (Conf=57.3111%)
[2025-12-03T21:02:13.588832] [INFO ] [main      ] Fetching symbol history for AGRO...
[2025-12-03T21:02:13.588882] [DEBUG] [REMOTE    ] AGRO: Fetching historical data.
[2025-12-03T21:02:13.589663] [INFO ] [main      ] Progress: 504/965 forecasts completed (52.2%). RVMD finished in 0.8s. ETA: 1m 17s. Rate: 359.80 forecasts/min
[2025-12-03T21:02:13.590254] [DEBUG] [MAG       ] VFF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:13.599978] [DEBUG] [REMOTE    ] AGRO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:13.601133] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 8 features, N/A% accuracy
[2025-12-03T21:02:13.601184] [INFO ] [LOCAL     ] AGRO: Loaded 8 optimal features with 56.63% confidence from JSON config
[2025-12-03T21:02:13.601215] [DEBUG] [MAG       ] Building data for symbol: AGRO with lookback: 0
[2025-12-03T21:02:13.602026] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:13.602087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:13.604894] [DEBUG] [MAG       ] ANGO: Last date is validated at 2025-12-03
[2025-12-03T21:02:13.606790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:13.607590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:13.646281] [INFO ] [LOCAL     ] VFF: Saved forecast.
[2025-12-03T21:02:13.646345] [INFO ] [main      ] VFF: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=57.0237%)
[2025-12-03T21:02:13.646724] [INFO ] [main      ] Fetching symbol history for AMZN...
[2025-12-03T21:02:13.646773] [DEBUG] [REMOTE    ] AMZN: Fetching historical data.
[2025-12-03T21:02:13.647548] [INFO ] [main      ] Progress: 505/965 forecasts completed (52.3%). VFF finished in 0.6s. ETA: 1m 17s. Rate: 360.27 forecasts/min
[2025-12-03T21:02:13.658428] [DEBUG] [REMOTE    ] AMZN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:13.659365] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 2 features, N/A% accuracy
[2025-12-03T21:02:13.659417] [INFO ] [LOCAL     ] AMZN: Loaded 2 optimal features with 59.11% confidence from JSON config
[2025-12-03T21:02:13.659448] [DEBUG] [MAG       ] Building data for symbol: AMZN with lookback: 0
[2025-12-03T21:02:13.660262] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:13.660321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:13.660982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:13.663120] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:13.716366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:13.717280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:13.719163] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:13.719664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:13.720749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:13.722718] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:13.754535] [DEBUG] [MAG       ] ASG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:13.777107] [DEBUG] [MAG       ] ANGO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:13.817515] [INFO ] [LOCAL     ] ASG: Saved forecast.
[2025-12-03T21:02:13.817595] [INFO ] [main      ] ASG: Signal=1 (Conf=80.0%), Magnitude=-0.47% (Conf=53.6349%)
[2025-12-03T21:02:13.817941] [INFO ] [main      ] Fetching symbol history for IUSG...
[2025-12-03T21:02:13.817990] [DEBUG] [REMOTE    ] IUSG: Fetching historical data.
[2025-12-03T21:02:13.818656] [INFO ] [main      ] Progress: 506/965 forecasts completed (52.4%). ASG finished in 0.6s. ETA: 1m 16s. Rate: 360.25 forecasts/min
[2025-12-03T21:02:13.831007] [DEBUG] [REMOTE    ] IUSG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:13.831797] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, N/A% accuracy
[2025-12-03T21:02:13.831848] [INFO ] [LOCAL     ] IUSG: Loaded 2 optimal features with 49.19% confidence from JSON config
[2025-12-03T21:02:13.831878] [DEBUG] [MAG       ] Building data for symbol: IUSG with lookback: 0
[2025-12-03T21:02:13.832645] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:13.832706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:13.834682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:13.836150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:13.846594] [INFO ] [LOCAL     ] ANGO: Saved forecast.
[2025-12-03T21:02:13.846660] [INFO ] [main      ] ANGO: Signal=1 (Conf=80.0%), Magnitude=-2.38% (Conf=52.5694%)
[2025-12-03T21:02:13.846819] [INFO ] [main      ] Fetching symbol history for PNI...
[2025-12-03T21:02:13.846860] [DEBUG] [REMOTE    ] PNI: Fetching historical data.
[2025-12-03T21:02:13.847860] [INFO ] [main      ] Progress: 507/965 forecasts completed (52.5%). ANGO finished in 0.6s. ETA: 1m 16s. Rate: 360.84 forecasts/min
[2025-12-03T21:02:13.858759] [DEBUG] [REMOTE    ] PNI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:13.859503] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 1 features, N/A% accuracy
[2025-12-03T21:02:13.859552] [INFO ] [LOCAL     ] PNI: Loaded 1 optimal features with 43.41% confidence from JSON config
[2025-12-03T21:02:13.859616] [DEBUG] [MAG       ] Building data for symbol: PNI with lookback: 0
[2025-12-03T21:02:13.860376] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:13.860432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:13.865154] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:13.998719] [DEBUG] [MAG       ] AMZN: Last date is validated at 2025-12-03
[2025-12-03T21:02:14.055175] [DEBUG] [MAG       ] AGRO: Last date is validated at 2025-12-03
[2025-12-03T21:02:14.165008] [DEBUG] [MAG       ] AMZN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:14.179076] [DEBUG] [MAG       ] IUSG: Last date is validated at 2025-12-03
[2025-12-03T21:02:14.195667] [DEBUG] [MAG       ] PNI: Last date is validated at 2025-12-03
[2025-12-03T21:02:14.224768] [DEBUG] [MAG       ] AGRO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:14.290906] [INFO ] [LOCAL     ] AGRO: Saved forecast.
[2025-12-03T21:02:14.290973] [INFO ] [main      ] AGRO: Signal=1 (Conf=80.0%), Magnitude=3.96% (Conf=56.6327%)
[2025-12-03T21:02:14.291300] [INFO ] [main      ] Fetching symbol history for FBK...
[2025-12-03T21:02:14.291348] [DEBUG] [REMOTE    ] FBK: Fetching historical data.
[2025-12-03T21:02:14.291668] [INFO ] [main      ] Progress: 508/965 forecasts completed (52.6%). AGRO finished in 0.7s. ETA: 1m 16s. Rate: 359.66 forecasts/min
[2025-12-03T21:02:14.302401] [DEBUG] [REMOTE    ] FBK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:14.303544] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 6 features, N/A% accuracy
[2025-12-03T21:02:14.303623] [INFO ] [LOCAL     ] FBK: Loaded 6 optimal features with 51.49% confidence from JSON config
[2025-12-03T21:02:14.303655] [DEBUG] [MAG       ] Building data for symbol: FBK with lookback: 0
[2025-12-03T21:02:14.304439] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:14.304498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:14.304540] [INFO ] [LOCAL     ] AMZN: Saved forecast.
[2025-12-03T21:02:14.304625] [INFO ] [main      ] AMZN: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=59.1064%)
[2025-12-03T21:02:14.304995] [INFO ] [main      ] Progress: 509/965 forecasts completed (52.7%). AMZN finished in 0.7s. ETA: 1m 16s. Rate: 360.31 forecasts/min
[2025-12-03T21:02:14.305190] [INFO ] [main      ] Fetching symbol history for MUFG...
[2025-12-03T21:02:14.305236] [DEBUG] [REMOTE    ] MUFG: Fetching historical data.
[2025-12-03T21:02:14.309264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:14.311022] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:14.311485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:14.311890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:14.314148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:14.315277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:14.317459] [DEBUG] [REMOTE    ] MUFG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:14.318452] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 8 features, N/A% accuracy
[2025-12-03T21:02:14.318502] [INFO ] [LOCAL     ] MUFG: Loaded 8 optimal features with 56.38% confidence from JSON config
[2025-12-03T21:02:14.318532] [DEBUG] [MAG       ] Building data for symbol: MUFG with lookback: 0
[2025-12-03T21:02:14.319297] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:14.319358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:14.324132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:14.325883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:14.326346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:14.326793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:14.327175] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:14.328370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:14.353879] [DEBUG] [MAG       ] IUSG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:14.367676] [DEBUG] [MAG       ] PNI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:14.402835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:14.405139] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:14.420443] [INFO ] [LOCAL     ] PNI: Saved forecast.
[2025-12-03T21:02:14.420512] [INFO ] [main      ] PNI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=43.4107%)
[2025-12-03T21:02:14.420902] [INFO ] [main      ] Fetching symbol history for EVEX...
[2025-12-03T21:02:14.420953] [DEBUG] [REMOTE    ] EVEX: Fetching historical data.
[2025-12-03T21:02:14.421754] [INFO ] [main      ] Progress: 510/965 forecasts completed (52.8%). PNI finished in 0.6s. ETA: 1m 16s. Rate: 360.52 forecasts/min
[2025-12-03T21:02:14.432485] [DEBUG] [REMOTE    ] EVEX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:14.433398] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 5 features, N/A% accuracy
[2025-12-03T21:02:14.433449] [INFO ] [LOCAL     ] EVEX: Loaded 5 optimal features with 52.12% confidence from JSON config
[2025-12-03T21:02:14.433479] [DEBUG] [MAG       ] Building data for symbol: EVEX with lookback: 0
[2025-12-03T21:02:14.434270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:14.434342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:14.435056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:14.435912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:14.436593] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:14.437206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:14.451765] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:14.465258] [INFO ] [LOCAL     ] IUSG: Saved forecast.
[2025-12-03T21:02:14.465323] [INFO ] [main      ] IUSG: Signal=1 (Conf=80.0%), Magnitude=-0.09% (Conf=49.1932%)
[2025-12-03T21:02:14.465792] [INFO ] [main      ] Fetching symbol history for BBSI...
[2025-12-03T21:02:14.465843] [DEBUG] [REMOTE    ] BBSI: Fetching historical data.
[2025-12-03T21:02:14.466643] [INFO ] [main      ] Progress: 511/965 forecasts completed (53.0%). IUSG finished in 0.6s. ETA: 1m 15s. Rate: 361.03 forecasts/min
[2025-12-03T21:02:14.477356] [DEBUG] [REMOTE    ] BBSI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:14.480635] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 9 features, N/A% accuracy
[2025-12-03T21:02:14.480703] [INFO ] [LOCAL     ] BBSI: Loaded 9 optimal features with 50.33% confidence from JSON config
[2025-12-03T21:02:14.480737] [DEBUG] [MAG       ] Building data for symbol: BBSI with lookback: 0
[2025-12-03T21:02:14.481564] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:14.481654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:14.483347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:14.485151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:14.486172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:14.487002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:14.592215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:14.594081] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:14.595041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:14.597607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:14.598781] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:14.665547] [DEBUG] [MAG       ] FBK: Last date is validated at 2025-12-03
[2025-12-03T21:02:14.742264] [DEBUG] [MAG       ] MUFG: Last date is validated at 2025-12-03
[2025-12-03T21:02:14.789320] [DEBUG] [MAG       ] EVEX: Last date is validated at 2025-12-03
[2025-12-03T21:02:14.834321] [DEBUG] [MAG       ] FBK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:14.909551] [DEBUG] [MAG       ] MUFG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:14.931431] [INFO ] [LOCAL     ] FBK: Saved forecast.
[2025-12-03T21:02:14.931501] [INFO ] [main      ] FBK: Signal=1 (Conf=80.0%), Magnitude=-0.22% (Conf=51.4948%)
[2025-12-03T21:02:14.931952] [INFO ] [main      ] Fetching symbol history for CRGO...
[2025-12-03T21:02:14.932004] [DEBUG] [REMOTE    ] CRGO: Fetching historical data.
[2025-12-03T21:02:14.932388] [INFO ] [main      ] Progress: 512/965 forecasts completed (53.1%). FBK finished in 0.6s. ETA: 1m 16s. Rate: 359.77 forecasts/min
[2025-12-03T21:02:14.939767] [DEBUG] [MAG       ] BBSI: Last date is validated at 2025-12-03
[2025-12-03T21:02:14.943222] [DEBUG] [REMOTE    ] CRGO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:14.944372] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 6 features, N/A% accuracy
[2025-12-03T21:02:14.944423] [INFO ] [LOCAL     ] CRGO: Loaded 6 optimal features with 40.02% confidence from JSON config
[2025-12-03T21:02:14.944453] [DEBUG] [MAG       ] Building data for symbol: CRGO with lookback: 0
[2025-12-03T21:02:14.945255] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:14.945316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:14.946302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:14.948117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:14.948589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:14.950242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:14.951295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:14.952001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:14.957380] [DEBUG] [MAG       ] EVEX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:14.977304] [INFO ] [LOCAL     ] MUFG: Saved forecast.
[2025-12-03T21:02:14.977369] [INFO ] [main      ] MUFG: Signal=1 (Conf=80.0%), Magnitude=-0.62% (Conf=56.378%)
[2025-12-03T21:02:14.977689] [INFO ] [main      ] Fetching symbol history for LYTS...
[2025-12-03T21:02:14.977749] [DEBUG] [REMOTE    ] LYTS: Fetching historical data.
[2025-12-03T21:02:14.978679] [INFO ] [main      ] Progress: 513/965 forecasts completed (53.2%). MUFG finished in 0.7s. ETA: 1m 15s. Rate: 360.27 forecasts/min
[2025-12-03T21:02:14.989652] [DEBUG] [REMOTE    ] LYTS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:14.990611] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, N/A% accuracy
[2025-12-03T21:02:14.990661] [INFO ] [LOCAL     ] LYTS: Loaded 4 optimal features with 51.00% confidence from JSON config
[2025-12-03T21:02:14.990692] [DEBUG] [MAG       ] Building data for symbol: LYTS with lookback: 0
[2025-12-03T21:02:14.991445] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:14.991503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:14.993144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:14.993666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:14.994072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:15.023715] [INFO ] [LOCAL     ] EVEX: Saved forecast.
[2025-12-03T21:02:15.023790] [INFO ] [main      ] EVEX: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=52.1231%)
[2025-12-03T21:02:15.024132] [INFO ] [main      ] Fetching symbol history for CRVO...
[2025-12-03T21:02:15.024181] [DEBUG] [REMOTE    ] CRVO: Fetching historical data.
[2025-12-03T21:02:15.024664] [INFO ] [main      ] Progress: 514/965 forecasts completed (53.3%). EVEX finished in 0.6s. ETA: 1m 15s. Rate: 360.78 forecasts/min
[2025-12-03T21:02:15.034092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:15.036326] [DEBUG] [REMOTE    ] CRVO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:15.037332] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, N/A% accuracy
[2025-12-03T21:02:15.037383] [INFO ] [LOCAL     ] CRVO: Loaded 4 optimal features with 67.30% confidence from JSON config
[2025-12-03T21:02:15.037413] [DEBUG] [MAG       ] Building data for symbol: CRVO with lookback: 0
[2025-12-03T21:02:15.038561] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:15.038640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:15.040314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:15.040829] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:15.041560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:15.044149] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:15.109296] [DEBUG] [MAG       ] BBSI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:15.203262] [INFO ] [LOCAL     ] BBSI: Saved forecast.
[2025-12-03T21:02:15.203332] [INFO ] [main      ] BBSI: Signal=1 (Conf=80.0%), Magnitude=-1.76% (Conf=50.331%)
[2025-12-03T21:02:15.203725] [INFO ] [main      ] Fetching symbol history for XTKG...
[2025-12-03T21:02:15.203786] [DEBUG] [REMOTE    ] XTKG: Fetching historical data.
[2025-12-03T21:02:15.205664] [INFO ] [main      ] Progress: 515/965 forecasts completed (53.4%). BBSI finished in 0.7s. ETA: 1m 15s. Rate: 360.72 forecasts/min
[2025-12-03T21:02:15.215057] [DEBUG] [REMOTE    ] XTKG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:15.216214] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 4 features, N/A% accuracy
[2025-12-03T21:02:15.216264] [INFO ] [LOCAL     ] XTKG: Loaded 4 optimal features with 52.08% confidence from JSON config
[2025-12-03T21:02:15.216295] [DEBUG] [MAG       ] Building data for symbol: XTKG with lookback: 0
[2025-12-03T21:02:15.217126] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:15.217186] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:15.218906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:15.219401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:15.219818] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:15.258804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:15.317854] [DEBUG] [MAG       ] CRGO: Last date is validated at 2025-12-03
[2025-12-03T21:02:15.372402] [DEBUG] [MAG       ] LYTS: Last date is validated at 2025-12-03
[2025-12-03T21:02:15.382680] [DEBUG] [MAG       ] CRVO: Last date is validated at 2025-12-03
[2025-12-03T21:02:15.493254] [DEBUG] [MAG       ] CRGO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:15.543304] [DEBUG] [MAG       ] LYTS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:15.556638] [INFO ] [LOCAL     ] CRGO: Saved forecast.
[2025-12-03T21:02:15.556717] [INFO ] [main      ] CRGO: Signal=1 (Conf=80.0%), Magnitude=0.69% (Conf=40.0167%)
[2025-12-03T21:02:15.556661] [DEBUG] [MAG       ] CRVO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:15.557265] [INFO ] [main      ] Fetching symbol history for INDB...
[2025-12-03T21:02:15.557326] [DEBUG] [REMOTE    ] INDB: Fetching historical data.
[2025-12-03T21:02:15.557652] [INFO ] [main      ] Progress: 516/965 forecasts completed (53.5%). CRGO finished in 0.6s. ETA: 1m 15s. Rate: 359.94 forecasts/min
[2025-12-03T21:02:15.572888] [DEBUG] [REMOTE    ] INDB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:15.574082] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 7 features, N/A% accuracy
[2025-12-03T21:02:15.574143] [INFO ] [LOCAL     ] INDB: Loaded 7 optimal features with 51.32% confidence from JSON config
[2025-12-03T21:02:15.574177] [DEBUG] [MAG       ] Building data for symbol: INDB with lookback: 0
[2025-12-03T21:02:15.575132] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:15.575194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:15.580336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:15.582199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:15.582716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:15.584330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:15.601209] [DEBUG] [MAG       ] XTKG: Last date is validated at 2025-12-03
[2025-12-03T21:02:15.622066] [INFO ] [LOCAL     ] LYTS: Saved forecast.
[2025-12-03T21:02:15.622133] [INFO ] [main      ] LYTS: Signal=1 (Conf=80.0%), Magnitude=7.27% (Conf=50.9984%)
[2025-12-03T21:02:15.622446] [INFO ] [main      ] Fetching symbol history for GNRC...
[2025-12-03T21:02:15.622493] [DEBUG] [REMOTE    ] GNRC: Fetching historical data.
[2025-12-03T21:02:15.623352] [INFO ] [main      ] Progress: 517/965 forecasts completed (53.6%). LYTS finished in 0.6s. ETA: 1m 15s. Rate: 360.36 forecasts/min
[2025-12-03T21:02:15.635415] [DEBUG] [REMOTE    ] GNRC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:15.636364] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, N/A% accuracy
[2025-12-03T21:02:15.636419] [INFO ] [LOCAL     ] GNRC: Loaded 3 optimal features with 61.92% confidence from JSON config
[2025-12-03T21:02:15.636450] [DEBUG] [MAG       ] Building data for symbol: GNRC with lookback: 0
[2025-12-03T21:02:15.637229] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:15.637287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:15.642026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:15.642784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:15.644693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:15.648665] [INFO ] [LOCAL     ] CRVO: Saved forecast.
[2025-12-03T21:02:15.648731] [INFO ] [main      ] CRVO: Signal=1 (Conf=80.0%), Magnitude=-8.14% (Conf=67.298%)
[2025-12-03T21:02:15.649059] [INFO ] [main      ] Fetching symbol history for BTA...
[2025-12-03T21:02:15.649108] [DEBUG] [REMOTE    ] BTA: Fetching historical data.
[2025-12-03T21:02:15.649654] [INFO ] [main      ] Progress: 518/965 forecasts completed (53.7%). CRVO finished in 0.6s. ETA: 1m 14s. Rate: 360.95 forecasts/min
[2025-12-03T21:02:15.660808] [DEBUG] [REMOTE    ] BTA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:15.661703] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 5 features, N/A% accuracy
[2025-12-03T21:02:15.661763] [INFO ] [LOCAL     ] BTA: Loaded 5 optimal features with 48.92% confidence from JSON config
[2025-12-03T21:02:15.661793] [DEBUG] [MAG       ] Building data for symbol: BTA with lookback: 0
[2025-12-03T21:02:15.662546] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:15.662624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:15.663354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:15.664255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:15.664684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:15.664782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:15.665158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:15.666376] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:15.667520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:15.669196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:15.771461] [DEBUG] [MAG       ] XTKG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:15.826555] [INFO ] [LOCAL     ] XTKG: Saved forecast.
[2025-12-03T21:02:15.826637] [INFO ] [main      ] XTKG: Signal=1 (Conf=80.0%), Magnitude=-7.08% (Conf=52.078%)
[2025-12-03T21:02:15.826986] [INFO ] [main      ] Fetching symbol history for IIIN...
[2025-12-03T21:02:15.827034] [DEBUG] [REMOTE    ] IIIN: Fetching historical data.
[2025-12-03T21:02:15.827658] [INFO ] [main      ] Progress: 519/965 forecasts completed (53.8%). XTKG finished in 0.6s. ETA: 1m 14s. Rate: 360.90 forecasts/min
[2025-12-03T21:02:15.837941] [DEBUG] [REMOTE    ] IIIN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:15.838857] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, N/A% accuracy
[2025-12-03T21:02:15.838914] [INFO ] [LOCAL     ] IIIN: Loaded 2 optimal features with 56.09% confidence from JSON config
[2025-12-03T21:02:15.838946] [DEBUG] [MAG       ] Building data for symbol: IIIN with lookback: 0
[2025-12-03T21:02:15.839719] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:15.839779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:15.945298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:15.946683] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:15.976605] [DEBUG] [MAG       ] GNRC: Last date is validated at 2025-12-03
[2025-12-03T21:02:16.004293] [DEBUG] [MAG       ] BTA: Last date is validated at 2025-12-03
[2025-12-03T21:02:16.013647] [DEBUG] [MAG       ] INDB: Last date is validated at 2025-12-03
[2025-12-03T21:02:16.142248] [DEBUG] [MAG       ] GNRC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:16.173156] [DEBUG] [MAG       ] BTA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:16.183049] [DEBUG] [MAG       ] INDB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:16.228535] [INFO ] [LOCAL     ] BTA: Saved forecast.
[2025-12-03T21:02:16.228619] [INFO ] [main      ] BTA: Signal=1 (Conf=80.0%), Magnitude=0.76% (Conf=48.9187%)
[2025-12-03T21:02:16.228970] [INFO ] [main      ] Fetching symbol history for RWAY...
[2025-12-03T21:02:16.229019] [DEBUG] [REMOTE    ] RWAY: Fetching historical data.
[2025-12-03T21:02:16.229015] [INFO ] [main      ] Progress: 520/965 forecasts completed (53.9%). BTA finished in 0.6s. ETA: 1m 14s. Rate: 359.92 forecasts/min
[2025-12-03T21:02:16.240715] [DEBUG] [REMOTE    ] RWAY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:16.241657] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 9 features, N/A% accuracy
[2025-12-03T21:02:16.241709] [INFO ] [LOCAL     ] RWAY: Loaded 9 optimal features with 56.32% confidence from JSON config
[2025-12-03T21:02:16.241739] [DEBUG] [MAG       ] Building data for symbol: RWAY with lookback: 0
[2025-12-03T21:02:16.242523] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:16.242616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:16.243307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:16.245615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:16.280138] [DEBUG] [MAG       ] IIIN: Last date is validated at 2025-12-03
[2025-12-03T21:02:16.282674] [INFO ] [LOCAL     ] INDB: Saved forecast.
[2025-12-03T21:02:16.282738] [INFO ] [main      ] INDB: Signal=1 (Conf=80.0%), Magnitude=2.45% (Conf=51.3164%)
[2025-12-03T21:02:16.283067] [INFO ] [main      ] Fetching symbol history for TSLA...
[2025-12-03T21:02:16.283115] [DEBUG] [REMOTE    ] TSLA: Fetching historical data.
[2025-12-03T21:02:16.284641] [INFO ] [main      ] Progress: 521/965 forecasts completed (54.0%). INDB finished in 0.7s. ETA: 1m 14s. Rate: 360.38 forecasts/min
[2025-12-03T21:02:16.291406] [INFO ] [LOCAL     ] GNRC: Saved forecast.
[2025-12-03T21:02:16.291465] [INFO ] [main      ] GNRC: Signal=1 (Conf=80.0%), Magnitude=0.42% (Conf=61.9159%)
[2025-12-03T21:02:16.291797] [INFO ] [main      ] Progress: 522/965 forecasts completed (54.1%). GNRC finished in 0.7s. ETA: 1m 14s. Rate: 361.05 forecasts/min
[2025-12-03T21:02:16.291910] [INFO ] [main      ] Fetching symbol history for CLOA...
[2025-12-03T21:02:16.291951] [DEBUG] [REMOTE    ] CLOA: Fetching historical data.
[2025-12-03T21:02:16.295564] [DEBUG] [REMOTE    ] TSLA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:16.296530] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 6 features, N/A% accuracy
[2025-12-03T21:02:16.296613] [INFO ] [LOCAL     ] TSLA: Loaded 6 optimal features with 56.52% confidence from JSON config
[2025-12-03T21:02:16.296648] [DEBUG] [MAG       ] Building data for symbol: TSLA with lookback: 0
[2025-12-03T21:02:16.297412] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:16.297473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:16.302185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:16.303132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:16.303306] [DEBUG] [REMOTE    ] CLOA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:16.304089] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 7 features, N/A% accuracy
[2025-12-03T21:02:16.304137] [INFO ] [LOCAL     ] CLOA: Loaded 7 optimal features with 22.35% confidence from JSON config
[2025-12-03T21:02:16.304167] [DEBUG] [MAG       ] Building data for symbol: CLOA with lookback: 0
[2025-12-03T21:02:16.304996] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:16.305057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:16.305562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:16.306712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:16.307204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:16.308247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:16.309834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:16.310912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:16.311551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:16.312888] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:16.354689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:16.355125] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:16.356452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:16.356652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:16.357106] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:16.395154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:16.396386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:16.397653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:16.399670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:16.400420] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:16.452046] [DEBUG] [MAG       ] IIIN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:16.530509] [INFO ] [LOCAL     ] IIIN: Saved forecast.
[2025-12-03T21:02:16.530591] [INFO ] [main      ] IIIN: Signal=1 (Conf=80.0%), Magnitude=-3.22% (Conf=56.0932%)
[2025-12-03T21:02:16.530954] [INFO ] [main      ] Fetching symbol history for OII...
[2025-12-03T21:02:16.531002] [DEBUG] [REMOTE    ] OII: Fetching historical data.
[2025-12-03T21:02:16.531657] [INFO ] [main      ] Progress: 523/965 forecasts completed (54.2%). IIIN finished in 0.7s. ETA: 1m 14s. Rate: 360.74 forecasts/min
[2025-12-03T21:02:16.542274] [DEBUG] [REMOTE    ] OII: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:16.543408] [DEBUG] [LOCAL     ] Loaded configuration for OII: 5 features, N/A% accuracy
[2025-12-03T21:02:16.543462] [INFO ] [LOCAL     ] OII: Loaded 5 optimal features with 55.37% confidence from JSON config
[2025-12-03T21:02:16.543494] [DEBUG] [MAG       ] Building data for symbol: OII with lookback: 0
[2025-12-03T21:02:16.544372] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:16.544442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:16.549453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:16.551272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:16.551782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:16.552179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:16.591342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:16.646746] [DEBUG] [MAG       ] CLOA: Last date is validated at 2025-12-03
[2025-12-03T21:02:16.700936] [DEBUG] [MAG       ] TSLA: Last date is validated at 2025-12-03
[2025-12-03T21:02:16.735385] [DEBUG] [MAG       ] RWAY: Last date is validated at 2025-12-03
[2025-12-03T21:02:16.810402] [DEBUG] [MAG       ] CLOA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:16.868928] [DEBUG] [MAG       ] TSLA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:16.869251] [INFO ] [LOCAL     ] CLOA: Saved forecast.
[2025-12-03T21:02:16.869318] [INFO ] [main      ] CLOA: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=22.3519%)
[2025-12-03T21:02:16.869700] [INFO ] [main      ] Progress: 524/965 forecasts completed (54.3%). CLOA finished in 0.6s. ETA: 1m 13s. Rate: 360.03 forecasts/min
[2025-12-03T21:02:16.869822] [INFO ] [main      ] Fetching symbol history for FITB...
[2025-12-03T21:02:16.869865] [DEBUG] [REMOTE    ] FITB: Fetching historical data.
[2025-12-03T21:02:16.880962] [DEBUG] [REMOTE    ] FITB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:16.882066] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 2 features, N/A% accuracy
[2025-12-03T21:02:16.882117] [INFO ] [LOCAL     ] FITB: Loaded 2 optimal features with 54.11% confidence from JSON config
[2025-12-03T21:02:16.882148] [DEBUG] [MAG       ] Building data for symbol: FITB with lookback: 0
[2025-12-03T21:02:16.882927] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:16.882984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:16.883699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:16.886447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:16.901458] [DEBUG] [MAG       ] RWAY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:16.927494] [DEBUG] [MAG       ] OII: Last date is validated at 2025-12-03
[2025-12-03T21:02:16.970355] [INFO ] [LOCAL     ] RWAY: Saved forecast.
[2025-12-03T21:02:16.970420] [INFO ] [main      ] RWAY: Signal=1 (Conf=80.0%), Magnitude=2.10% (Conf=56.3182%)
[2025-12-03T21:02:16.970792] [INFO ] [main      ] Fetching symbol history for ALTG...
[2025-12-03T21:02:16.970842] [DEBUG] [REMOTE    ] ALTG: Fetching historical data.
[2025-12-03T21:02:16.971660] [INFO ] [main      ] Progress: 525/965 forecasts completed (54.4%). RWAY finished in 0.7s. ETA: 1m 13s. Rate: 360.30 forecasts/min
[2025-12-03T21:02:16.981803] [DEBUG] [REMOTE    ] ALTG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:16.982834] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 5 features, N/A% accuracy
[2025-12-03T21:02:16.982885] [INFO ] [LOCAL     ] ALTG: Loaded 5 optimal features with 65.67% confidence from JSON config
[2025-12-03T21:02:16.982914] [DEBUG] [MAG       ] Building data for symbol: ALTG with lookback: 0
[2025-12-03T21:02:16.983693] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:16.983751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:16.985393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:16.985908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:16.986792] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:16.988403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:17.012074] [INFO ] [LOCAL     ] TSLA: Saved forecast.
[2025-12-03T21:02:17.012138] [INFO ] [main      ] TSLA: Signal=1 (Conf=80.0%), Magnitude=-0.90% (Conf=56.523%)
[2025-12-03T21:02:17.012454] [INFO ] [main      ] Fetching symbol history for PANL...
[2025-12-03T21:02:17.012502] [DEBUG] [REMOTE    ] PANL: Fetching historical data.
[2025-12-03T21:02:17.013409] [INFO ] [main      ] Progress: 526/965 forecasts completed (54.5%). TSLA finished in 0.7s. ETA: 1m 13s. Rate: 360.81 forecasts/min
[2025-12-03T21:02:17.024177] [DEBUG] [REMOTE    ] PANL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:17.025295] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 6 features, N/A% accuracy
[2025-12-03T21:02:17.025346] [INFO ] [LOCAL     ] PANL: Loaded 6 optimal features with 45.75% confidence from JSON config
[2025-12-03T21:02:17.025376] [DEBUG] [MAG       ] Building data for symbol: PANL with lookback: 0
[2025-12-03T21:02:17.026055] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:17.026164] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:17.026223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:17.030986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:17.032040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:17.036176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:17.037539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:17.038312] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:02:17.041056] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:17.092203] [DEBUG] [MAG       ] OII: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:17.171171] [INFO ] [LOCAL     ] OII: Saved forecast.
[2025-12-03T21:02:17.171237] [INFO ] [main      ] OII: Signal=1 (Conf=80.0%), Magnitude=6.56% (Conf=55.3659%)
[2025-12-03T21:02:17.171583] [INFO ] [main      ] Fetching symbol history for APGE...
[2025-12-03T21:02:17.171634] [DEBUG] [REMOTE    ] APGE: Fetching historical data.
[2025-12-03T21:02:17.171652] [INFO ] [main      ] Progress: 527/965 forecasts completed (54.6%). OII finished in 0.6s. ETA: 1m 13s. Rate: 360.84 forecasts/min
[2025-12-03T21:02:17.182641] [DEBUG] [REMOTE    ] APGE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:17.183699] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 6 features, N/A% accuracy
[2025-12-03T21:02:17.183752] [INFO ] [LOCAL     ] APGE: Loaded 6 optimal features with 65.81% confidence from JSON config
[2025-12-03T21:02:17.183782] [DEBUG] [MAG       ] Building data for symbol: APGE with lookback: 0
[2025-12-03T21:02:17.184544] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:17.184620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:17.189326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:17.191051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:17.191520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:17.191917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:17.192750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:17.196954] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:17.220589] [DEBUG] [MAG       ] FITB: Last date is validated at 2025-12-03
[2025-12-03T21:02:17.359310] [DEBUG] [MAG       ] ALTG: Last date is validated at 2025-12-03
[2025-12-03T21:02:17.385095] [DEBUG] [MAG       ] PANL: Last date is validated at 2025-12-03
[2025-12-03T21:02:17.391463] [DEBUG] [MAG       ] FITB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:17.475971] [INFO ] [LOCAL     ] FITB: Saved forecast.
[2025-12-03T21:02:17.476036] [INFO ] [main      ] FITB: Signal=1 (Conf=80.0%), Magnitude=3.31% (Conf=54.106%)
[2025-12-03T21:02:17.476470] [INFO ] [main      ] Fetching symbol history for HFRO...
[2025-12-03T21:02:17.476523] [DEBUG] [REMOTE    ] HFRO: Fetching historical data.
[2025-12-03T21:02:17.476670] [INFO ] [main      ] Progress: 528/965 forecasts completed (54.7%). FITB finished in 0.6s. ETA: 1m 13s. Rate: 360.27 forecasts/min
[2025-12-03T21:02:17.487747] [DEBUG] [REMOTE    ] HFRO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:17.488749] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 9 features, N/A% accuracy
[2025-12-03T21:02:17.488822] [INFO ] [LOCAL     ] HFRO: Loaded 9 optimal features with 53.71% confidence from JSON config
[2025-12-03T21:02:17.488863] [DEBUG] [MAG       ] Building data for symbol: HFRO with lookback: 0
[2025-12-03T21:02:17.489794] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:17.489859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:17.491653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:17.492493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:17.492913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:17.493914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:17.496379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:17.497401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:17.498700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:17.500746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:17.501817] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:17.524712] [DEBUG] [MAG       ] ALTG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:17.528030] [DEBUG] [MAG       ] APGE: Last date is validated at 2025-12-03
[2025-12-03T21:02:17.589801] [INFO ] [LOCAL     ] ALTG: Saved forecast.
[2025-12-03T21:02:17.589866] [INFO ] [main      ] ALTG: Signal=1 (Conf=80.0%), Magnitude=0.15% (Conf=65.6675%)
[2025-12-03T21:02:17.590016] [INFO ] [main      ] Fetching symbol history for COLD...
[2025-12-03T21:02:17.590057] [DEBUG] [REMOTE    ] COLD: Fetching historical data.
[2025-12-03T21:02:17.591662] [INFO ] [main      ] Progress: 529/965 forecasts completed (54.8%). ALTG finished in 0.6s. ETA: 1m 13s. Rate: 360.49 forecasts/min
[2025-12-03T21:02:17.594240] [DEBUG] [MAG       ] PANL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:17.601264] [DEBUG] [REMOTE    ] COLD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:17.602294] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 4 features, N/A% accuracy
[2025-12-03T21:02:17.602344] [INFO ] [LOCAL     ] COLD: Loaded 4 optimal features with 58.12% confidence from JSON config
[2025-12-03T21:02:17.602374] [DEBUG] [MAG       ] Building data for symbol: COLD with lookback: 0
[2025-12-03T21:02:17.603144] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:17.603201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:17.604097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:17.605292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:17.606833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:17.608213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:17.661426] [INFO ] [LOCAL     ] PANL: Saved forecast.
[2025-12-03T21:02:17.661499] [INFO ] [main      ] PANL: Signal=1 (Conf=80.0%), Magnitude=-1.47% (Conf=45.7518%)
[2025-12-03T21:02:17.661698] [INFO ] [main      ] Fetching symbol history for ATXS...
[2025-12-03T21:02:17.661744] [DEBUG] [REMOTE    ] ATXS: Fetching historical data.
[2025-12-03T21:02:17.662957] [INFO ] [main      ] Progress: 530/965 forecasts completed (54.9%). PANL finished in 0.6s. ETA: 1m 12s. Rate: 360.87 forecasts/min
[2025-12-03T21:02:17.673519] [DEBUG] [REMOTE    ] ATXS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:17.674439] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 6 features, N/A% accuracy
[2025-12-03T21:02:17.674491] [INFO ] [LOCAL     ] ATXS: Loaded 6 optimal features with 52.13% confidence from JSON config
[2025-12-03T21:02:17.674521] [DEBUG] [MAG       ] Building data for symbol: ATXS with lookback: 0
[2025-12-03T21:02:17.675368] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:17.675429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:17.680273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:17.682161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:17.682662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:17.683050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:17.692181] [DEBUG] [MAG       ] APGE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:17.792193] [INFO ] [LOCAL     ] APGE: Saved forecast.
[2025-12-03T21:02:17.792264] [INFO ] [main      ] APGE: Signal=1 (Conf=80.0%), Magnitude=2.11% (Conf=65.8127%)
[2025-12-03T21:02:17.792413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:17.792630] [INFO ] [main      ] Progress: 531/965 forecasts completed (55.0%). APGE finished in 0.6s. ETA: 1m 12s. Rate: 361.02 forecasts/min
[2025-12-03T21:02:17.792759] [INFO ] [main      ] Fetching symbol history for VGI...
[2025-12-03T21:02:17.792803] [DEBUG] [REMOTE    ] VGI: Fetching historical data.
[2025-12-03T21:02:17.794660] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:17.803828] [DEBUG] [REMOTE    ] VGI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:17.804882] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 6 features, N/A% accuracy
[2025-12-03T21:02:17.804937] [INFO ] [LOCAL     ] VGI: Loaded 6 optimal features with 31.33% confidence from JSON config
[2025-12-03T21:02:17.804971] [DEBUG] [MAG       ] Building data for symbol: VGI with lookback: 0
[2025-12-03T21:02:17.805800] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:17.805863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:17.807831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:17.810703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:02:17.813084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:17.814136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:17.815570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:17.817095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:17.854424] [DEBUG] [MAG       ] HFRO: Last date is validated at 2025-12-03
[2025-12-03T21:02:17.939665] [DEBUG] [MAG       ] COLD: Last date is validated at 2025-12-03
[2025-12-03T21:02:18.092587] [DEBUG] [MAG       ] HFRO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:18.105364] [DEBUG] [MAG       ] COLD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:18.142301] [DEBUG] [MAG       ] ATXS: Last date is validated at 2025-12-03
[2025-12-03T21:02:18.151243] [DEBUG] [MAG       ] VGI: Last date is validated at 2025-12-03
[2025-12-03T21:02:18.159326] [INFO ] [LOCAL     ] HFRO: Saved forecast.
[2025-12-03T21:02:18.159397] [INFO ] [main      ] HFRO: Signal=1 (Conf=80.0%), Magnitude=1.69% (Conf=53.7088%)
[2025-12-03T21:02:18.159910] [INFO ] [main      ] Fetching symbol history for BGC...
[2025-12-03T21:02:18.159967] [DEBUG] [REMOTE    ] BGC: Fetching historical data.
[2025-12-03T21:02:18.160660] [INFO ] [main      ] Progress: 532/965 forecasts completed (55.1%). HFRO finished in 0.7s. ETA: 1m 12s. Rate: 360.20 forecasts/min
[2025-12-03T21:02:18.171906] [DEBUG] [REMOTE    ] BGC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:18.173081] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 5 features, N/A% accuracy
[2025-12-03T21:02:18.173136] [INFO ] [LOCAL     ] BGC: Loaded 5 optimal features with 62.71% confidence from JSON config
[2025-12-03T21:02:18.173170] [DEBUG] [MAG       ] Building data for symbol: BGC with lookback: 0
[2025-12-03T21:02:18.174019] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:18.174087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:18.174864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:18.175437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:18.176596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:18.177304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:18.178195] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:18.178896] [INFO ] [LOCAL     ] COLD: Saved forecast.
[2025-12-03T21:02:18.178964] [INFO ] [main      ] COLD: Signal=1 (Conf=80.0%), Magnitude=-0.54% (Conf=58.1172%)
[2025-12-03T21:02:18.179312] [INFO ] [main      ] Fetching symbol history for CROX...
[2025-12-03T21:02:18.179361] [DEBUG] [REMOTE    ] CROX: Fetching historical data.
[2025-12-03T21:02:18.179619] [INFO ] [main      ] Progress: 533/965 forecasts completed (55.2%). COLD finished in 0.6s. ETA: 1m 12s. Rate: 360.80 forecasts/min
[2025-12-03T21:02:18.191302] [DEBUG] [REMOTE    ] CROX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:18.192541] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 2 features, N/A% accuracy
[2025-12-03T21:02:18.192617] [INFO ] [LOCAL     ] CROX: Loaded 2 optimal features with 46.40% confidence from JSON config
[2025-12-03T21:02:18.192649] [DEBUG] [MAG       ] Building data for symbol: CROX with lookback: 0
[2025-12-03T21:02:18.193410] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:18.193465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:18.231356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:18.232155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:18.319427] [DEBUG] [MAG       ] VGI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:18.325148] [DEBUG] [MAG       ] ATXS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:18.400502] [INFO ] [LOCAL     ] ATXS: Saved forecast.
[2025-12-03T21:02:18.400585] [INFO ] [main      ] ATXS: Signal=1 (Conf=80.0%), Magnitude=-0.53% (Conf=52.1278%)
[2025-12-03T21:02:18.400963] [INFO ] [main      ] Fetching symbol history for HTOO...
[2025-12-03T21:02:18.401013] [DEBUG] [REMOTE    ] HTOO: Fetching historical data.
[2025-12-03T21:02:18.401063] [INFO ] [main      ] Progress: 534/965 forecasts completed (55.3%). ATXS finished in 0.7s. ETA: 1m 12s. Rate: 360.58 forecasts/min
[2025-12-03T21:02:18.412664] [DEBUG] [REMOTE    ] HTOO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:18.413835] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 7 features, N/A% accuracy
[2025-12-03T21:02:18.413905] [INFO ] [LOCAL     ] HTOO: Loaded 7 optimal features with 49.14% confidence from JSON config
[2025-12-03T21:02:18.413941] [DEBUG] [MAG       ] Building data for symbol: HTOO with lookback: 0
[2025-12-03T21:02:18.414763] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:18.414825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:18.419772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:18.421623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:18.422112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:18.423891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:18.450784] [INFO ] [LOCAL     ] VGI: Saved forecast.
[2025-12-03T21:02:18.450854] [INFO ] [main      ] VGI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=31.3279%)
[2025-12-03T21:02:18.451222] [INFO ] [main      ] Progress: 535/965 forecasts completed (55.4%). VGI finished in 0.7s. ETA: 1m 11s. Rate: 361.05 forecasts/min
[2025-12-03T21:02:18.451376] [INFO ] [main      ] Fetching symbol history for SYM...
[2025-12-03T21:02:18.451419] [DEBUG] [REMOTE    ] SYM: Fetching historical data.
[2025-12-03T21:02:18.463689] [DEBUG] [REMOTE    ] SYM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:18.464805] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 10 features, N/A% accuracy
[2025-12-03T21:02:18.464862] [INFO ] [LOCAL     ] SYM: Loaded 10 optimal features with 61.91% confidence from JSON config
[2025-12-03T21:02:18.464894] [DEBUG] [MAG       ] Building data for symbol: SYM with lookback: 0
[2025-12-03T21:02:18.465763] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:02:18.465842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:18.470762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:18.472596] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:18.473084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:18.473390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:18.473470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:18.474328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:18.475420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:18.478216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:18.536239] [DEBUG] [MAG       ] BGC: Last date is validated at 2025-12-03
[2025-12-03T21:02:18.551191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:18.553181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:18.554876] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:18.556272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:18.557676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:18.571148] [DEBUG] [MAG       ] CROX: Last date is validated at 2025-12-03
[2025-12-03T21:02:18.712783] [DEBUG] [MAG       ] BGC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:18.738490] [DEBUG] [MAG       ] CROX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:18.777776] [INFO ] [LOCAL     ] BGC: Saved forecast.
[2025-12-03T21:02:18.777848] [INFO ] [main      ] BGC: Signal=1 (Conf=80.0%), Magnitude=3.49% (Conf=62.708%)
[2025-12-03T21:02:18.778309] [INFO ] [main      ] Fetching symbol history for IQ...
[2025-12-03T21:02:18.778362] [DEBUG] [REMOTE    ] IQ: Fetching historical data.
[2025-12-03T21:02:18.778695] [INFO ] [main      ] Progress: 536/965 forecasts completed (55.5%). BGC finished in 0.6s. ETA: 1m 11s. Rate: 360.40 forecasts/min
[2025-12-03T21:02:18.791059] [DEBUG] [REMOTE    ] IQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:18.793143] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 3 features, N/A% accuracy
[2025-12-03T21:02:18.793204] [INFO ] [LOCAL     ] IQ: Loaded 3 optimal features with 43.46% confidence from JSON config
[2025-12-03T21:02:18.793236] [DEBUG] [MAG       ] Building data for symbol: IQ with lookback: 0
[2025-12-03T21:02:18.794111] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:18.794174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:18.799110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:18.802076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:18.804269] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:18.825395] [DEBUG] [MAG       ] HTOO: Last date is validated at 2025-12-03
[2025-12-03T21:02:18.859067] [INFO ] [LOCAL     ] CROX: Saved forecast.
[2025-12-03T21:02:18.859131] [INFO ] [main      ] CROX: Signal=1 (Conf=80.0%), Magnitude=5.75% (Conf=46.3986%)
[2025-12-03T21:02:18.859297] [INFO ] [main      ] Fetching symbol history for FLUX...
[2025-12-03T21:02:18.859340] [DEBUG] [REMOTE    ] FLUX: Fetching historical data.
[2025-12-03T21:02:18.860663] [INFO ] [main      ] Progress: 537/965 forecasts completed (55.6%). CROX finished in 0.7s. ETA: 1m 11s. Rate: 360.74 forecasts/min
[2025-12-03T21:02:18.870726] [DEBUG] [REMOTE    ] FLUX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:18.875453] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 5 features, N/A% accuracy
[2025-12-03T21:02:18.875506] [INFO ] [LOCAL     ] FLUX: Loaded 5 optimal features with 52.82% confidence from JSON config
[2025-12-03T21:02:18.875537] [DEBUG] [MAG       ] Building data for symbol: FLUX with lookback: 0
[2025-12-03T21:02:18.876302] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:18.876361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:18.881109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:18.896855] [DEBUG] [MAG       ] SYM: Last date is validated at 2025-12-03
[2025-12-03T21:02:18.988357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:18.989490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:18.991425] [DEBUG] [MAG       ] HTOO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:19.061785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:19.062499] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:19.062704] [DEBUG] [MAG       ] SYM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:19.083343] [INFO ] [LOCAL     ] HTOO: Saved forecast.
[2025-12-03T21:02:19.083409] [INFO ] [main      ] HTOO: Signal=1 (Conf=80.0%), Magnitude=-8.28% (Conf=49.1444%)
[2025-12-03T21:02:19.083746] [INFO ] [main      ] Fetching symbol history for MCY...
[2025-12-03T21:02:19.083796] [DEBUG] [REMOTE    ] MCY: Fetching historical data.
[2025-12-03T21:02:19.084656] [INFO ] [main      ] Progress: 538/965 forecasts completed (55.8%). HTOO finished in 0.7s. ETA: 1m 11s. Rate: 360.51 forecasts/min
[2025-12-03T21:02:19.095182] [DEBUG] [REMOTE    ] MCY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:19.096378] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 7 features, N/A% accuracy
[2025-12-03T21:02:19.096427] [INFO ] [LOCAL     ] MCY: Loaded 7 optimal features with 59.69% confidence from JSON config
[2025-12-03T21:02:19.096458] [DEBUG] [MAG       ] Building data for symbol: MCY with lookback: 0
[2025-12-03T21:02:19.097246] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:19.097306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:19.099017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:19.099510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:19.099973] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:19.100356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:19.102722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:19.104322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:19.106901] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:19.163687] [DEBUG] [MAG       ] IQ: Last date is validated at 2025-12-03
[2025-12-03T21:02:19.194443] [INFO ] [LOCAL     ] SYM: Saved forecast.
[2025-12-03T21:02:19.194507] [INFO ] [main      ] SYM: Signal=1 (Conf=80.0%), Magnitude=-10.35% (Conf=61.9087%)
[2025-12-03T21:02:19.194685] [INFO ] [main      ] Fetching symbol history for MYE...
[2025-12-03T21:02:19.194729] [DEBUG] [REMOTE    ] MYE: Fetching historical data.
[2025-12-03T21:02:19.195742] [INFO ] [main      ] Progress: 539/965 forecasts completed (55.9%). SYM finished in 0.7s. ETA: 1m 11s. Rate: 360.73 forecasts/min
[2025-12-03T21:02:19.206174] [DEBUG] [REMOTE    ] MYE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:19.207313] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 6 features, N/A% accuracy
[2025-12-03T21:02:19.207364] [INFO ] [LOCAL     ] MYE: Loaded 6 optimal features with 57.14% confidence from JSON config
[2025-12-03T21:02:19.207394] [DEBUG] [MAG       ] Building data for symbol: MYE with lookback: 0
[2025-12-03T21:02:19.208196] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:19.208256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:19.209929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:19.210421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:19.210833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:19.211551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:19.284530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:19.287213] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:19.336458] [DEBUG] [MAG       ] IQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:19.392796] [DEBUG] [MAG       ] FLUX: Last date is validated at 2025-12-03
[2025-12-03T21:02:19.395839] [INFO ] [LOCAL     ] IQ: Saved forecast.
[2025-12-03T21:02:19.395908] [INFO ] [main      ] IQ: Signal=1 (Conf=80.0%), Magnitude=1.25% (Conf=43.4578%)
[2025-12-03T21:02:19.396250] [INFO ] [main      ] Fetching symbol history for USIO...
[2025-12-03T21:02:19.396303] [DEBUG] [REMOTE    ] USIO: Fetching historical data.
[2025-12-03T21:02:19.396666] [INFO ] [main      ] Progress: 540/965 forecasts completed (56.0%). IQ finished in 0.6s. ETA: 1m 11s. Rate: 360.59 forecasts/min
[2025-12-03T21:02:19.408318] [DEBUG] [REMOTE    ] USIO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:19.409455] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 8 features, N/A% accuracy
[2025-12-03T21:02:19.409506] [INFO ] [LOCAL     ] USIO: Loaded 8 optimal features with 63.15% confidence from JSON config
[2025-12-03T21:02:19.409536] [DEBUG] [MAG       ] Building data for symbol: USIO with lookback: 0
[2025-12-03T21:02:19.410334] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:19.410396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:19.415113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:19.416858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:19.417334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:19.417736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:19.418603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:19.419384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:19.422130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:19.424714] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:19.446867] [DEBUG] [MAG       ] MCY: Last date is validated at 2025-12-03
[2025-12-03T21:02:19.558640] [DEBUG] [MAG       ] FLUX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:19.619632] [DEBUG] [MAG       ] MCY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:19.620294] [DEBUG] [MAG       ] MYE: Last date is validated at 2025-12-03
[2025-12-03T21:02:19.621928] [INFO ] [LOCAL     ] FLUX: Saved forecast.
[2025-12-03T21:02:19.621992] [INFO ] [main      ] FLUX: Signal=1 (Conf=80.0%), Magnitude=-1.15% (Conf=52.8219%)
[2025-12-03T21:02:19.622348] [INFO ] [main      ] Fetching symbol history for BZUN...
[2025-12-03T21:02:19.622397] [DEBUG] [REMOTE    ] BZUN: Fetching historical data.
[2025-12-03T21:02:19.623645] [INFO ] [main      ] Progress: 541/965 forecasts completed (56.1%). FLUX finished in 0.8s. ETA: 1m 11s. Rate: 360.35 forecasts/min
[2025-12-03T21:02:19.633560] [DEBUG] [REMOTE    ] BZUN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:19.634615] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 9 features, N/A% accuracy
[2025-12-03T21:02:19.634676] [INFO ] [LOCAL     ] BZUN: Loaded 9 optimal features with 51.18% confidence from JSON config
[2025-12-03T21:02:19.634711] [DEBUG] [MAG       ] Building data for symbol: BZUN with lookback: 0
[2025-12-03T21:02:19.635480] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:19.635541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:19.640316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:19.642042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:19.642511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:19.642918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:19.643621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:19.645879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:19.646660] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:19.648059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:19.649234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:19.745601] [INFO ] [LOCAL     ] MCY: Saved forecast.
[2025-12-03T21:02:19.745675] [INFO ] [main      ] MCY: Signal=1 (Conf=80.0%), Magnitude=1.67% (Conf=59.692%)
[2025-12-03T21:02:19.746049] [INFO ] [main      ] Fetching symbol history for META...
[2025-12-03T21:02:19.746099] [DEBUG] [REMOTE    ] META: Fetching historical data.
[2025-12-03T21:02:19.746654] [INFO ] [main      ] Progress: 542/965 forecasts completed (56.2%). MCY finished in 0.7s. ETA: 1m 10s. Rate: 360.52 forecasts/min
[2025-12-03T21:02:19.757210] [DEBUG] [REMOTE    ] META: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:19.758265] [DEBUG] [LOCAL     ] Loaded configuration for META: 6 features, N/A% accuracy
[2025-12-03T21:02:19.758317] [INFO ] [LOCAL     ] META: Loaded 6 optimal features with 56.50% confidence from JSON config
[2025-12-03T21:02:19.758347] [DEBUG] [MAG       ] Building data for symbol: META with lookback: 0
[2025-12-03T21:02:19.759143] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:19.759203] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:19.760926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:19.761423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:19.761835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:19.764178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:19.766185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:19.770091] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:19.772311] [DEBUG] [MAG       ] USIO: Last date is validated at 2025-12-03
[2025-12-03T21:02:19.791589] [DEBUG] [MAG       ] MYE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:19.860887] [INFO ] [LOCAL     ] MYE: Saved forecast.
[2025-12-03T21:02:19.860951] [INFO ] [main      ] MYE: Signal=1 (Conf=80.0%), Magnitude=2.42% (Conf=57.1414%)
[2025-12-03T21:02:19.861110] [INFO ] [main      ] Fetching symbol history for MDLZ...
[2025-12-03T21:02:19.861153] [DEBUG] [REMOTE    ] MDLZ: Fetching historical data.
[2025-12-03T21:02:19.861833] [INFO ] [main      ] Progress: 543/965 forecasts completed (56.3%). MYE finished in 0.7s. ETA: 1m 10s. Rate: 360.73 forecasts/min
[2025-12-03T21:02:19.872556] [DEBUG] [REMOTE    ] MDLZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:19.873626] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 5 features, N/A% accuracy
[2025-12-03T21:02:19.873677] [INFO ] [LOCAL     ] MDLZ: Loaded 5 optimal features with 52.74% confidence from JSON config
[2025-12-03T21:02:19.873708] [DEBUG] [MAG       ] Building data for symbol: MDLZ with lookback: 0
[2025-12-03T21:02:19.874486] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:19.874545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:19.876223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:19.876748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:19.877133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:19.879484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:19.882093] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:19.941916] [DEBUG] [MAG       ] USIO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:19.988443] [DEBUG] [MAG       ] BZUN: Last date is validated at 2025-12-03
[2025-12-03T21:02:20.004243] [INFO ] [LOCAL     ] USIO: Saved forecast.
[2025-12-03T21:02:20.004310] [INFO ] [main      ] USIO: Signal=1 (Conf=80.0%), Magnitude=-2.18% (Conf=63.1502%)
[2025-12-03T21:02:20.004683] [INFO ] [main      ] Fetching symbol history for CBSH...
[2025-12-03T21:02:20.004735] [DEBUG] [REMOTE    ] CBSH: Fetching historical data.
[2025-12-03T21:02:20.005644] [INFO ] [main      ] Progress: 544/965 forecasts completed (56.4%). USIO finished in 0.6s. ETA: 1m 10s. Rate: 360.82 forecasts/min
[2025-12-03T21:02:20.016956] [DEBUG] [REMOTE    ] CBSH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:20.018105] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 7 features, N/A% accuracy
[2025-12-03T21:02:20.018162] [INFO ] [LOCAL     ] CBSH: Loaded 7 optimal features with 59.87% confidence from JSON config
[2025-12-03T21:02:20.018197] [DEBUG] [MAG       ] Building data for symbol: CBSH with lookback: 0
[2025-12-03T21:02:20.019024] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:20.019089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:20.024038] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:20.025860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:20.026339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:20.026802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:20.114386] [DEBUG] [MAG       ] META: Last date is validated at 2025-12-03
[2025-12-03T21:02:20.146782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:20.153258] [DEBUG] [MAG       ] BZUN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:20.187335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:20.188493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:20.217024] [DEBUG] [MAG       ] MDLZ: Last date is validated at 2025-12-03
[2025-12-03T21:02:20.286354] [INFO ] [LOCAL     ] BZUN: Saved forecast.
[2025-12-03T21:02:20.286420] [INFO ] [main      ] BZUN: Signal=1 (Conf=80.0%), Magnitude=-5.54% (Conf=51.1801%)
[2025-12-03T21:02:20.286781] [INFO ] [main      ] Fetching symbol history for BPRN...
[2025-12-03T21:02:20.286832] [DEBUG] [REMOTE    ] BPRN: Fetching historical data.
[2025-12-03T21:02:20.287656] [INFO ] [main      ] Progress: 545/965 forecasts completed (56.5%). BZUN finished in 0.7s. ETA: 1m 10s. Rate: 360.35 forecasts/min
[2025-12-03T21:02:20.290128] [DEBUG] [MAG       ] META: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:20.297229] [DEBUG] [REMOTE    ] BPRN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:20.298176] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 5 features, N/A% accuracy
[2025-12-03T21:02:20.298237] [INFO ] [LOCAL     ] BPRN: Loaded 5 optimal features with 63.14% confidence from JSON config
[2025-12-03T21:02:20.298267] [DEBUG] [MAG       ] Building data for symbol: BPRN with lookback: 0
[2025-12-03T21:02:20.299062] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:20.299121] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:20.299821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:20.302193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:20.348497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:20.351423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:20.352800] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:20.384007] [DEBUG] [MAG       ] MDLZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:20.456530] [INFO ] [LOCAL     ] META: Saved forecast.
[2025-12-03T21:02:20.456615] [INFO ] [main      ] META: Signal=1 (Conf=80.0%), Magnitude=3.33% (Conf=56.4978%)
[2025-12-03T21:02:20.456773] [INFO ] [main      ] Fetching symbol history for HCC...
[2025-12-03T21:02:20.456815] [DEBUG] [REMOTE    ] HCC: Fetching historical data.
[2025-12-03T21:02:20.457874] [INFO ] [main      ] Progress: 546/965 forecasts completed (56.6%). META finished in 0.7s. ETA: 1m 10s. Rate: 360.34 forecasts/min
[2025-12-03T21:02:20.468387] [DEBUG] [REMOTE    ] HCC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:20.469213] [INFO ] [LOCAL     ] MDLZ: Saved forecast.
[2025-12-03T21:02:20.469275] [INFO ] [main      ] MDLZ: Signal=1 (Conf=80.0%), Magnitude=-0.68% (Conf=52.7375%)
[2025-12-03T21:02:20.469635] [INFO ] [main      ] Progress: 547/965 forecasts completed (56.7%). MDLZ finished in 0.6s. ETA: 1m 9s. Rate: 360.95 forecasts/min
[2025-12-03T21:02:20.469653] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 8 features, N/A% accuracy
[2025-12-03T21:02:20.469704] [INFO ] [LOCAL     ] HCC: Loaded 8 optimal features with 61.22% confidence from JSON config
[2025-12-03T21:02:20.469736] [DEBUG] [MAG       ] Building data for symbol: HCC with lookback: 0
[2025-12-03T21:02:20.469753] [INFO ] [main      ] Fetching symbol history for USTB...
[2025-12-03T21:02:20.469797] [DEBUG] [REMOTE    ] USTB: Fetching historical data.
[2025-12-03T21:02:20.470533] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:20.470611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:20.475351] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:20.477139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:20.477618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:20.477996] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:20.478953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:20.479565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:20.480845] [DEBUG] [REMOTE    ] USTB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:20.481652] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 9 features, N/A% accuracy
[2025-12-03T21:02:20.481708] [INFO ] [LOCAL     ] USTB: Loaded 9 optimal features with 21.22% confidence from JSON config
[2025-12-03T21:02:20.481739] [DEBUG] [MAG       ] Building data for symbol: USTB with lookback: 0
[2025-12-03T21:02:20.482164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:20.482489] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:20.482550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:20.483500] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:20.487270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:20.489043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:20.489551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:20.489997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:20.490386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:20.491113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:20.491709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:20.492359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:20.493457] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:20.526936] [DEBUG] [MAG       ] CBSH: Last date is validated at 2025-12-03
[2025-12-03T21:02:20.695301] [DEBUG] [MAG       ] BPRN: Last date is validated at 2025-12-03
[2025-12-03T21:02:20.698453] [DEBUG] [MAG       ] CBSH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:20.791048] [INFO ] [LOCAL     ] CBSH: Saved forecast.
[2025-12-03T21:02:20.791111] [INFO ] [main      ] CBSH: Signal=1 (Conf=80.0%), Magnitude=2.13% (Conf=59.8714%)
[2025-12-03T21:02:20.791529] [INFO ] [main      ] Fetching symbol history for AGD...
[2025-12-03T21:02:20.791603] [DEBUG] [REMOTE    ] AGD: Fetching historical data.
[2025-12-03T21:02:20.791659] [INFO ] [main      ] Progress: 548/965 forecasts completed (56.8%). CBSH finished in 0.8s. ETA: 1m 9s. Rate: 360.34 forecasts/min
[2025-12-03T21:02:20.803310] [DEBUG] [REMOTE    ] AGD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:20.804252] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 3 features, N/A% accuracy
[2025-12-03T21:02:20.804303] [INFO ] [LOCAL     ] AGD: Loaded 3 optimal features with 54.84% confidence from JSON config
[2025-12-03T21:02:20.804334] [DEBUG] [MAG       ] Building data for symbol: AGD with lookback: 0
[2025-12-03T21:02:20.805102] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:20.805161] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:20.809962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:20.812353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:20.815153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:20.826065] [DEBUG] [MAG       ] USTB: Last date is validated at 2025-12-03
[2025-12-03T21:02:20.828153] [DEBUG] [MAG       ] HCC: Last date is validated at 2025-12-03
[2025-12-03T21:02:20.863965] [DEBUG] [MAG       ] BPRN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:20.949098] [INFO ] [LOCAL     ] BPRN: Saved forecast.
[2025-12-03T21:02:20.949165] [INFO ] [main      ] BPRN: Signal=1 (Conf=80.0%), Magnitude=-3.90% (Conf=63.1374%)
[2025-12-03T21:02:20.949519] [INFO ] [main      ] Fetching symbol history for BILL...
[2025-12-03T21:02:20.949585] [DEBUG] [REMOTE    ] BILL: Fetching historical data.
[2025-12-03T21:02:20.950649] [INFO ] [main      ] Progress: 549/965 forecasts completed (56.9%). BPRN finished in 0.7s. ETA: 1m 9s. Rate: 360.37 forecasts/min
[2025-12-03T21:02:20.961221] [DEBUG] [REMOTE    ] BILL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:20.962308] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 3 features, N/A% accuracy
[2025-12-03T21:02:20.962359] [INFO ] [LOCAL     ] BILL: Loaded 3 optimal features with 57.35% confidence from JSON config
[2025-12-03T21:02:20.962724] [DEBUG] [MAG       ] Building data for symbol: BILL with lookback: 0
[2025-12-03T21:02:20.963473] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:20.963530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:20.968302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:20.969663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:02:20.971995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:20.991679] [DEBUG] [MAG       ] USTB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:21.012943] [DEBUG] [MAG       ] HCC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:21.052484] [INFO ] [LOCAL     ] USTB: Saved forecast.
[2025-12-03T21:02:21.052690] [INFO ] [main      ] USTB: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=21.2196%)
[2025-12-03T21:02:21.053031] [INFO ] [main      ] Fetching symbol history for BIRK...
[2025-12-03T21:02:21.053081] [DEBUG] [REMOTE    ] BIRK: Fetching historical data.
[2025-12-03T21:02:21.053703] [INFO ] [main      ] Progress: 550/965 forecasts completed (57.0%). USTB finished in 0.6s. ETA: 1m 9s. Rate: 360.62 forecasts/min
[2025-12-03T21:02:21.064408] [DEBUG] [REMOTE    ] BIRK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:21.065277] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 8 features, N/A% accuracy
[2025-12-03T21:02:21.065332] [INFO ] [LOCAL     ] BIRK: Loaded 8 optimal features with 46.93% confidence from JSON config
[2025-12-03T21:02:21.065364] [DEBUG] [MAG       ] Building data for symbol: BIRK with lookback: 0
[2025-12-03T21:02:21.066164] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:21.066223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:21.067914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:21.068425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:21.068880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:21.069255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:21.119187] [INFO ] [LOCAL     ] HCC: Saved forecast.
[2025-12-03T21:02:21.119251] [INFO ] [main      ] HCC: Signal=1 (Conf=80.0%), Magnitude=8.16% (Conf=61.2231%)
[2025-12-03T21:02:21.119602] [INFO ] [main      ] Fetching symbol history for CERS...
[2025-12-03T21:02:21.119652] [DEBUG] [REMOTE    ] CERS: Fetching historical data.
[2025-12-03T21:02:21.119663] [INFO ] [main      ] Progress: 551/965 forecasts completed (57.1%). HCC finished in 0.7s. ETA: 1m 9s. Rate: 361.01 forecasts/min
[2025-12-03T21:02:21.131443] [DEBUG] [REMOTE    ] CERS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:21.132371] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 4 features, N/A% accuracy
[2025-12-03T21:02:21.132425] [INFO ] [LOCAL     ] CERS: Loaded 4 optimal features with 41.36% confidence from JSON config
[2025-12-03T21:02:21.132457] [DEBUG] [MAG       ] Building data for symbol: CERS with lookback: 0
[2025-12-03T21:02:21.133252] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:21.133310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:21.137984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:21.139750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:21.140216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:21.141382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:21.151045] [DEBUG] [MAG       ] AGD: Last date is validated at 2025-12-03
[2025-12-03T21:02:21.179378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:21.219092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:21.219953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:21.220663] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:21.305073] [DEBUG] [MAG       ] BILL: Last date is validated at 2025-12-03
[2025-12-03T21:02:21.315402] [DEBUG] [MAG       ] AGD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:21.375868] [INFO ] [LOCAL     ] AGD: Saved forecast.
[2025-12-03T21:02:21.375938] [INFO ] [main      ] AGD: Signal=1 (Conf=80.0%), Magnitude=-0.15% (Conf=54.8448%)
[2025-12-03T21:02:21.376356] [INFO ] [main      ] Fetching symbol history for EHAB...
[2025-12-03T21:02:21.376413] [DEBUG] [REMOTE    ] EHAB: Fetching historical data.
[2025-12-03T21:02:21.376683] [INFO ] [main      ] Progress: 552/965 forecasts completed (57.2%). AGD finished in 0.6s. ETA: 1m 9s. Rate: 360.66 forecasts/min
[2025-12-03T21:02:21.387410] [DEBUG] [REMOTE    ] EHAB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:21.388373] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 5 features, N/A% accuracy
[2025-12-03T21:02:21.388424] [INFO ] [LOCAL     ] EHAB: Loaded 5 optimal features with 60.26% confidence from JSON config
[2025-12-03T21:02:21.388453] [DEBUG] [MAG       ] Building data for symbol: EHAB with lookback: 0
[2025-12-03T21:02:21.389232] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:21.389293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:21.390004] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:21.391597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:21.392848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:21.393864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:21.395242] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:21.473124] [DEBUG] [MAG       ] BILL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:21.504977] [DEBUG] [MAG       ] CERS: Last date is validated at 2025-12-03
[2025-12-03T21:02:21.575843] [DEBUG] [MAG       ] BIRK: Last date is validated at 2025-12-03
[2025-12-03T21:02:21.594807] [INFO ] [LOCAL     ] BILL: Saved forecast.
[2025-12-03T21:02:21.594874] [INFO ] [main      ] BILL: Signal=1 (Conf=80.0%), Magnitude=4.33% (Conf=57.352%)
[2025-12-03T21:02:21.595228] [INFO ] [main      ] Fetching symbol history for SIMO...
[2025-12-03T21:02:21.595277] [DEBUG] [REMOTE    ] SIMO: Fetching historical data.
[2025-12-03T21:02:21.596643] [INFO ] [main      ] Progress: 553/965 forecasts completed (57.3%). BILL finished in 0.6s. ETA: 1m 9s. Rate: 360.45 forecasts/min
[2025-12-03T21:02:21.606992] [DEBUG] [REMOTE    ] SIMO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:21.608027] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 2 features, N/A% accuracy
[2025-12-03T21:02:21.608118] [INFO ] [LOCAL     ] SIMO: Loaded 2 optimal features with 58.45% confidence from JSON config
[2025-12-03T21:02:21.608155] [DEBUG] [MAG       ] Building data for symbol: SIMO with lookback: 0
[2025-12-03T21:02:21.608949] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:21.609005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:21.613759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:21.615423] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:21.687549] [DEBUG] [MAG       ] CERS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:21.732103] [DEBUG] [MAG       ] EHAB: Last date is validated at 2025-12-03
[2025-12-03T21:02:21.745801] [INFO ] [LOCAL     ] CERS: Saved forecast.
[2025-12-03T21:02:21.745869] [INFO ] [main      ] CERS: Signal=1 (Conf=80.0%), Magnitude=0.27% (Conf=41.3577%)
[2025-12-03T21:02:21.746034] [INFO ] [main      ] Fetching symbol history for ARTNA...
[2025-12-03T21:02:21.746078] [DEBUG] [REMOTE    ] ARTNA: Fetching historical data.
[2025-12-03T21:02:21.747674] [INFO ] [main      ] Progress: 554/965 forecasts completed (57.4%). CERS finished in 0.6s. ETA: 1m 8s. Rate: 360.51 forecasts/min
[2025-12-03T21:02:21.749514] [DEBUG] [MAG       ] BIRK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:21.758092] [DEBUG] [REMOTE    ] ARTNA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:21.761813] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 6 features, N/A% accuracy
[2025-12-03T21:02:21.761876] [INFO ] [LOCAL     ] ARTNA: Loaded 6 optimal features with 61.44% confidence from JSON config
[2025-12-03T21:02:21.761917] [DEBUG] [MAG       ] Building data for symbol: ARTNA with lookback: 0
[2025-12-03T21:02:21.762771] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:21.762837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:21.765766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:21.766314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:21.766739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:21.771527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:21.773348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:21.775046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:21.848396] [INFO ] [LOCAL     ] BIRK: Saved forecast.
[2025-12-03T21:02:21.848481] [INFO ] [main      ] BIRK: Signal=1 (Conf=80.0%), Magnitude=1.06% (Conf=46.9259%)
[2025-12-03T21:02:21.848860] [INFO ] [main      ] Progress: 555/965 forecasts completed (57.5%). BIRK finished in 0.8s. ETA: 1m 8s. Rate: 360.76 forecasts/min
[2025-12-03T21:02:21.848985] [INFO ] [main      ] Fetching symbol history for MIND...
[2025-12-03T21:02:21.849027] [DEBUG] [REMOTE    ] MIND: Fetching historical data.
[2025-12-03T21:02:21.861907] [DEBUG] [REMOTE    ] MIND: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:21.863068] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, N/A% accuracy
[2025-12-03T21:02:21.863120] [INFO ] [LOCAL     ] MIND: Loaded 6 optimal features with 45.43% confidence from JSON config
[2025-12-03T21:02:21.863150] [DEBUG] [MAG       ] Building data for symbol: MIND with lookback: 0
[2025-12-03T21:02:21.864012] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:21.864073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:21.865799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:21.866338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:21.866768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:21.869739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:21.870508] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:21.871303] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:21.904310] [DEBUG] [MAG       ] EHAB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:21.957011] [DEBUG] [MAG       ] SIMO: Last date is validated at 2025-12-03
[2025-12-03T21:02:22.041680] [INFO ] [LOCAL     ] EHAB: Saved forecast.
[2025-12-03T21:02:22.041744] [INFO ] [main      ] EHAB: Signal=1 (Conf=80.0%), Magnitude=1.37% (Conf=60.2595%)
[2025-12-03T21:02:22.042088] [INFO ] [main      ] Fetching symbol history for RING...
[2025-12-03T21:02:22.042138] [DEBUG] [REMOTE    ] RING: Fetching historical data.
[2025-12-03T21:02:22.042783] [INFO ] [main      ] Progress: 556/965 forecasts completed (57.6%). EHAB finished in 0.7s. ETA: 1m 8s. Rate: 360.65 forecasts/min
[2025-12-03T21:02:22.054242] [DEBUG] [REMOTE    ] RING: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:22.055156] [DEBUG] [LOCAL     ] Loaded configuration for RING: 0 features, N/A% accuracy
[2025-12-03T21:02:22.055205] [INFO ] [LOCAL     ] RING: Loaded 0 optimal features with 58.79% confidence from JSON config
[2025-12-03T21:02:22.055246] [DEBUG] [MAG       ] Building data for symbol: RING with lookback: 0
[2025-12-03T21:02:22.056047] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:02:22.125145] [DEBUG] [MAG       ] SIMO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:22.144905] [DEBUG] [MAG       ] ARTNA: Last date is validated at 2025-12-03
[2025-12-03T21:02:22.219243] [DEBUG] [MAG       ] MIND: Last date is validated at 2025-12-03
[2025-12-03T21:02:22.222322] [INFO ] [LOCAL     ] SIMO: Saved forecast.
[2025-12-03T21:02:22.222386] [INFO ] [main      ] SIMO: Signal=1 (Conf=80.0%), Magnitude=-0.03% (Conf=58.4542%)
[2025-12-03T21:02:22.222539] [INFO ] [main      ] Fetching symbol history for BWAY...
[2025-12-03T21:02:22.222598] [DEBUG] [REMOTE    ] BWAY: Fetching historical data.
[2025-12-03T21:02:22.224473] [INFO ] [main      ] Progress: 557/965 forecasts completed (57.7%). SIMO finished in 0.6s. ETA: 1m 8s. Rate: 360.59 forecasts/min
[2025-12-03T21:02:22.233949] [DEBUG] [REMOTE    ] BWAY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:22.234875] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, N/A% accuracy
[2025-12-03T21:02:22.234945] [INFO ] [LOCAL     ] BWAY: Loaded 6 optimal features with 58.77% confidence from JSON config
[2025-12-03T21:02:22.234976] [DEBUG] [MAG       ] Building data for symbol: BWAY with lookback: 0
[2025-12-03T21:02:22.235766] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:22.235824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:22.240512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:22.242233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:22.242720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:22.243095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:22.310453] [DEBUG] [MAG       ] ARTNA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:22.350335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:22.352276] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:22.382749] [DEBUG] [MAG       ] MIND: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:22.384719] [INFO ] [LOCAL     ] ARTNA: Saved forecast.
[2025-12-03T21:02:22.384783] [INFO ] [main      ] ARTNA: Signal=1 (Conf=80.0%), Magnitude=-2.54% (Conf=61.4359%)
[2025-12-03T21:02:22.384935] [INFO ] [main      ] Fetching symbol history for USOY...
[2025-12-03T21:02:22.384981] [DEBUG] [REMOTE    ] USOY: Fetching historical data.
[2025-12-03T21:02:22.385949] [INFO ] [main      ] Progress: 558/965 forecasts completed (57.8%). ARTNA finished in 0.6s. ETA: 1m 8s. Rate: 360.61 forecasts/min
[2025-12-03T21:02:22.396225] [DEBUG] [REMOTE    ] USOY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:22.397269] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 3 features, N/A% accuracy
[2025-12-03T21:02:22.397319] [INFO ] [LOCAL     ] USOY: Loaded 3 optimal features with 61.15% confidence from JSON config
[2025-12-03T21:02:22.397349] [DEBUG] [MAG       ] Building data for symbol: USOY with lookback: 0
[2025-12-03T21:02:22.398167] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:22.398225] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:22.398942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:22.401289] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:22.403329] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:22.411588] [DEBUG] [MAG       ] RING: Last date is validated at 2025-12-03
[2025-12-03T21:02:22.454121] [INFO ] [LOCAL     ] MIND: Saved forecast.
[2025-12-03T21:02:22.454189] [INFO ] [main      ] MIND: Signal=1 (Conf=80.0%), Magnitude=-2.72% (Conf=45.4262%)
[2025-12-03T21:02:22.454532] [INFO ] [main      ] Fetching symbol history for FPXI...
[2025-12-03T21:02:22.454599] [DEBUG] [REMOTE    ] FPXI: Fetching historical data.
[2025-12-03T21:02:22.454664] [INFO ] [main      ] Progress: 559/965 forecasts completed (57.9%). MIND finished in 0.6s. ETA: 1m 7s. Rate: 360.99 forecasts/min
[2025-12-03T21:02:22.466030] [DEBUG] [REMOTE    ] FPXI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:22.467120] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 7 features, N/A% accuracy
[2025-12-03T21:02:22.467184] [INFO ] [LOCAL     ] FPXI: Loaded 7 optimal features with 55.66% confidence from JSON config
[2025-12-03T21:02:22.467226] [DEBUG] [MAG       ] Building data for symbol: FPXI with lookback: 0
[2025-12-03T21:02:22.468270] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:22.468341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:22.470179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:22.470711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:22.471485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:22.582208] [DEBUG] [MAG       ] RING: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:22.584919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:22.586491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:22.587672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:22.589713] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:22.669981] [INFO ] [LOCAL     ] RING: Saved forecast.
[2025-12-03T21:02:22.670044] [INFO ] [main      ] RING: Signal=1 (Conf=80.0%), Magnitude=-0.77% (Conf=58.7901%)
[2025-12-03T21:02:22.670199] [INFO ] [main      ] Fetching symbol history for DDOG...
[2025-12-03T21:02:22.670241] [DEBUG] [REMOTE    ] DDOG: Fetching historical data.
[2025-12-03T21:02:22.671667] [INFO ] [main      ] Progress: 560/965 forecasts completed (58.0%). RING finished in 0.6s. ETA: 1m 7s. Rate: 360.79 forecasts/min
[2025-12-03T21:02:22.682108] [DEBUG] [REMOTE    ] DDOG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:22.683047] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 4 features, N/A% accuracy
[2025-12-03T21:02:22.683097] [INFO ] [LOCAL     ] DDOG: Loaded 4 optimal features with 48.13% confidence from JSON config
[2025-12-03T21:02:22.683127] [DEBUG] [MAG       ] Building data for symbol: DDOG with lookback: 0
[2025-12-03T21:02:22.683909] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:22.683971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:22.685641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:22.686139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:22.686895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:22.688681] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:22.694096] [DEBUG] [MAG       ] BWAY: Last date is validated at 2025-12-03
[2025-12-03T21:02:22.751386] [DEBUG] [MAG       ] USOY: Last date is validated at 2025-12-03
[2025-12-03T21:02:22.866702] [DEBUG] [MAG       ] BWAY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:22.928139] [DEBUG] [MAG       ] USOY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:22.935471] [INFO ] [LOCAL     ] BWAY: Saved forecast.
[2025-12-03T21:02:22.935536] [INFO ] [main      ] BWAY: Signal=1 (Conf=80.0%), Magnitude=1.07% (Conf=58.7654%)
[2025-12-03T21:02:22.935708] [INFO ] [main      ] Fetching symbol history for ORLY...
[2025-12-03T21:02:22.935751] [DEBUG] [REMOTE    ] ORLY: Fetching historical data.
[2025-12-03T21:02:22.937079] [INFO ] [main      ] Progress: 561/965 forecasts completed (58.1%). BWAY finished in 0.7s. ETA: 1m 7s. Rate: 360.41 forecasts/min
[2025-12-03T21:02:22.941562] [DEBUG] [MAG       ] FPXI: Last date is validated at 2025-12-03
[2025-12-03T21:02:22.947049] [DEBUG] [REMOTE    ] ORLY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:22.948089] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 4 features, N/A% accuracy
[2025-12-03T21:02:22.948157] [INFO ] [LOCAL     ] ORLY: Loaded 4 optimal features with 56.04% confidence from JSON config
[2025-12-03T21:02:22.948195] [DEBUG] [MAG       ] Building data for symbol: ORLY with lookback: 0
[2025-12-03T21:02:22.949019] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:22.949078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:22.949806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:22.952162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:22.952886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:22.954398] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:22.989057] [INFO ] [LOCAL     ] USOY: Saved forecast.
[2025-12-03T21:02:22.989124] [INFO ] [main      ] USOY: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=61.1474%)
[2025-12-03T21:02:22.989503] [INFO ] [main      ] Fetching symbol history for KRP...
[2025-12-03T21:02:22.989554] [DEBUG] [REMOTE    ] KRP: Fetching historical data.
[2025-12-03T21:02:22.989653] [INFO ] [main      ] Progress: 562/965 forecasts completed (58.2%). USOY finished in 0.6s. ETA: 1m 7s. Rate: 360.85 forecasts/min
[2025-12-03T21:02:23.001142] [DEBUG] [REMOTE    ] KRP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:23.002310] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 4 features, N/A% accuracy
[2025-12-03T21:02:23.002363] [INFO ] [LOCAL     ] KRP: Loaded 4 optimal features with 50.35% confidence from JSON config
[2025-12-03T21:02:23.002393] [DEBUG] [MAG       ] Building data for symbol: KRP with lookback: 0
[2025-12-03T21:02:23.003245] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:23.003303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:23.008146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:23.010028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:23.010520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:23.012153] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:23.025253] [DEBUG] [MAG       ] DDOG: Last date is validated at 2025-12-03
[2025-12-03T21:02:23.109855] [DEBUG] [MAG       ] FPXI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:23.188206] [INFO ] [LOCAL     ] FPXI: Saved forecast.
[2025-12-03T21:02:23.188628] [INFO ] [main      ] FPXI: Signal=1 (Conf=80.0%), Magnitude=0.55% (Conf=55.6561%)
[2025-12-03T21:02:23.189050] [INFO ] [main      ] Fetching symbol history for NTAP...
[2025-12-03T21:02:23.189101] [DEBUG] [REMOTE    ] NTAP: Fetching historical data.
[2025-12-03T21:02:23.189658] [INFO ] [main      ] Progress: 563/965 forecasts completed (58.3%). FPXI finished in 0.7s. ETA: 1m 7s. Rate: 360.72 forecasts/min
[2025-12-03T21:02:23.199962] [DEBUG] [MAG       ] DDOG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:23.200375] [DEBUG] [REMOTE    ] NTAP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:23.201513] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 5 features, N/A% accuracy
[2025-12-03T21:02:23.201564] [INFO ] [LOCAL     ] NTAP: Loaded 5 optimal features with 65.80% confidence from JSON config
[2025-12-03T21:02:23.201615] [DEBUG] [MAG       ] Building data for symbol: NTAP with lookback: 0
[2025-12-03T21:02:23.202362] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:23.202421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:23.207103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:23.313951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:23.314106] [DEBUG] [MAG       ] ORLY: Last date is validated at 2025-12-03
[2025-12-03T21:02:23.315150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:23.315790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:23.317727] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:23.341529] [INFO ] [LOCAL     ] DDOG: Saved forecast.
[2025-12-03T21:02:23.341614] [INFO ] [main      ] DDOG: Signal=1 (Conf=80.0%), Magnitude=-3.89% (Conf=48.13%)
[2025-12-03T21:02:23.341774] [INFO ] [main      ] Fetching symbol history for OLLI...
[2025-12-03T21:02:23.341816] [DEBUG] [REMOTE    ] OLLI: Fetching historical data.
[2025-12-03T21:02:23.343681] [INFO ] [main      ] Progress: 564/965 forecasts completed (58.4%). DDOG finished in 0.7s. ETA: 1m 7s. Rate: 360.77 forecasts/min
[2025-12-03T21:02:23.354366] [DEBUG] [REMOTE    ] OLLI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:23.355550] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 6 features, N/A% accuracy
[2025-12-03T21:02:23.355628] [INFO ] [LOCAL     ] OLLI: Loaded 6 optimal features with 56.83% confidence from JSON config
[2025-12-03T21:02:23.355661] [DEBUG] [MAG       ] Building data for symbol: OLLI with lookback: 0
[2025-12-03T21:02:23.356477] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:23.356539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:23.357722] [DEBUG] [MAG       ] KRP: Last date is validated at 2025-12-03
[2025-12-03T21:02:23.362254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:23.364262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:23.364761] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:23.365185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:23.365590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:23.367278] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:23.485882] [DEBUG] [MAG       ] ORLY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:23.525524] [DEBUG] [MAG       ] KRP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:23.572562] [INFO ] [LOCAL     ] ORLY: Saved forecast.
[2025-12-03T21:02:23.572647] [INFO ] [main      ] ORLY: Signal=1 (Conf=80.0%), Magnitude=-0.97% (Conf=56.0409%)
[2025-12-03T21:02:23.572803] [INFO ] [main      ] Fetching symbol history for BFAM...
[2025-12-03T21:02:23.572852] [DEBUG] [REMOTE    ] BFAM: Fetching historical data.
[2025-12-03T21:02:23.574004] [INFO ] [main      ] Progress: 565/965 forecasts completed (58.5%). ORLY finished in 0.6s. ETA: 1m 7s. Rate: 360.52 forecasts/min
[2025-12-03T21:02:23.584393] [DEBUG] [REMOTE    ] BFAM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:23.586265] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 4 features, N/A% accuracy
[2025-12-03T21:02:23.586320] [INFO ] [LOCAL     ] BFAM: Loaded 4 optimal features with 49.78% confidence from JSON config
[2025-12-03T21:02:23.586351] [DEBUG] [MAG       ] Building data for symbol: BFAM with lookback: 0
[2025-12-03T21:02:23.587121] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:23.587179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:23.587336] [INFO ] [LOCAL     ] KRP: Saved forecast.
[2025-12-03T21:02:23.587401] [INFO ] [main      ] KRP: Signal=1 (Conf=80.0%), Magnitude=0.97% (Conf=50.3522%)
[2025-12-03T21:02:23.587558] [INFO ] [main      ] Fetching symbol history for ASGI...
[2025-12-03T21:02:23.587619] [DEBUG] [REMOTE    ] ASGI: Fetching historical data.
[2025-12-03T21:02:23.588672] [INFO ] [main      ] Progress: 566/965 forecasts completed (58.7%). KRP finished in 0.6s. ETA: 1m 6s. Rate: 361.10 forecasts/min
[2025-12-03T21:02:23.592154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:23.593899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:23.594366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:23.594977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:23.599227] [DEBUG] [REMOTE    ] ASGI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:23.600288] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 6 features, N/A% accuracy
[2025-12-03T21:02:23.600340] [INFO ] [LOCAL     ] ASGI: Loaded 6 optimal features with 55.43% confidence from JSON config
[2025-12-03T21:02:23.600371] [DEBUG] [MAG       ] Building data for symbol: ASGI with lookback: 0
[2025-12-03T21:02:23.601160] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:23.601220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:23.605976] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:23.606918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:23.609295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:23.611219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:23.611865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:23.615656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:23.656298] [DEBUG] [MAG       ] NTAP: Last date is validated at 2025-12-03
[2025-12-03T21:02:23.713120] [DEBUG] [MAG       ] OLLI: Last date is validated at 2025-12-03
[2025-12-03T21:02:23.823503] [DEBUG] [MAG       ] NTAP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:23.894470] [DEBUG] [MAG       ] OLLI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:23.934644] [DEBUG] [MAG       ] BFAM: Last date is validated at 2025-12-03
[2025-12-03T21:02:23.952884] [DEBUG] [MAG       ] ASGI: Last date is validated at 2025-12-03
[2025-12-03T21:02:23.954239] [INFO ] [LOCAL     ] NTAP: Saved forecast.
[2025-12-03T21:02:23.954306] [INFO ] [main      ] NTAP: Signal=1 (Conf=80.0%), Magnitude=2.80% (Conf=65.8018%)
[2025-12-03T21:02:23.954649] [INFO ] [main      ] Fetching symbol history for TARK...
[2025-12-03T21:02:23.954699] [DEBUG] [REMOTE    ] TARK: Fetching historical data.
[2025-12-03T21:02:23.954665] [INFO ] [main      ] Progress: 567/965 forecasts completed (58.8%). NTAP finished in 0.8s. ETA: 1m 6s. Rate: 360.34 forecasts/min
[2025-12-03T21:02:23.966313] [DEBUG] [REMOTE    ] TARK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:23.967267] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 2 features, N/A% accuracy
[2025-12-03T21:02:23.967321] [INFO ] [LOCAL     ] TARK: Loaded 2 optimal features with 58.33% confidence from JSON config
[2025-12-03T21:02:23.967352] [DEBUG] [MAG       ] Building data for symbol: TARK with lookback: 0
[2025-12-03T21:02:23.968163] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:23.968221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:23.972894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:23.977136] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:24.010297] [INFO ] [LOCAL     ] OLLI: Saved forecast.
[2025-12-03T21:02:24.010362] [INFO ] [main      ] OLLI: Signal=1 (Conf=80.0%), Magnitude=-1.67% (Conf=56.8336%)
[2025-12-03T21:02:24.010721] [INFO ] [main      ] Fetching symbol history for ONL...
[2025-12-03T21:02:24.010770] [DEBUG] [REMOTE    ] ONL: Fetching historical data.
[2025-12-03T21:02:24.012675] [INFO ] [main      ] Progress: 568/965 forecasts completed (58.9%). OLLI finished in 0.7s. ETA: 1m 6s. Rate: 360.75 forecasts/min
[2025-12-03T21:02:24.021816] [DEBUG] [REMOTE    ] ONL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:24.023014] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 8 features, N/A% accuracy
[2025-12-03T21:02:24.023073] [INFO ] [LOCAL     ] ONL: Loaded 8 optimal features with 56.95% confidence from JSON config
[2025-12-03T21:02:24.023106] [DEBUG] [MAG       ] Building data for symbol: ONL with lookback: 0
[2025-12-03T21:02:24.023899] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:24.023962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:24.028617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:24.030336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:24.030821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:24.031210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:24.032061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:24.033417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:24.035668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:24.039625] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:24.103260] [DEBUG] [MAG       ] BFAM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:24.119353] [DEBUG] [MAG       ] ASGI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:24.189117] [INFO ] [LOCAL     ] ASGI: Saved forecast.
[2025-12-03T21:02:24.189184] [INFO ] [main      ] ASGI: Signal=1 (Conf=80.0%), Magnitude=-0.12% (Conf=55.4339%)
[2025-12-03T21:02:24.189549] [INFO ] [main      ] Fetching symbol history for UFO...
[2025-12-03T21:02:24.189616] [DEBUG] [REMOTE    ] UFO: Fetching historical data.
[2025-12-03T21:02:24.189613] [INFO ] [main      ] Progress: 569/965 forecasts completed (59.0%). ASGI finished in 0.6s. ETA: 1m 6s. Rate: 360.71 forecasts/min
[2025-12-03T21:02:24.200556] [DEBUG] [REMOTE    ] UFO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:24.201512] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 6 features, N/A% accuracy
[2025-12-03T21:02:24.201562] [INFO ] [LOCAL     ] UFO: Loaded 6 optimal features with 46.40% confidence from JSON config
[2025-12-03T21:02:24.201612] [DEBUG] [MAG       ] Building data for symbol: UFO with lookback: 0
[2025-12-03T21:02:24.202364] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:24.202424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:24.204090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:24.204610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:24.205058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:24.205440] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:24.206985] [INFO ] [LOCAL     ] BFAM: Saved forecast.
[2025-12-03T21:02:24.207055] [INFO ] [main      ] BFAM: Signal=1 (Conf=80.0%), Magnitude=3.59% (Conf=49.7774%)
[2025-12-03T21:02:24.207453] [INFO ] [main      ] Progress: 570/965 forecasts completed (59.1%). BFAM finished in 0.6s. ETA: 1m 6s. Rate: 361.28 forecasts/min
[2025-12-03T21:02:24.207617] [INFO ] [main      ] Fetching symbol history for MS...
[2025-12-03T21:02:24.207662] [DEBUG] [REMOTE    ] MS: Fetching historical data.
[2025-12-03T21:02:24.206671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:24.212877] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:24.219682] [DEBUG] [REMOTE    ] MS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:24.222551] [DEBUG] [LOCAL     ] Loaded configuration for MS: 5 features, N/A% accuracy
[2025-12-03T21:02:24.222632] [INFO ] [LOCAL     ] MS: Loaded 5 optimal features with 56.30% confidence from JSON config
[2025-12-03T21:02:24.222674] [DEBUG] [MAG       ] Building data for symbol: MS with lookback: 0
[2025-12-03T21:02:24.223536] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:24.223627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:24.225759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:24.226460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:24.226909] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:24.227299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:02:24.229841] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:24.310235] [DEBUG] [MAG       ] TARK: Last date is validated at 2025-12-03
[2025-12-03T21:02:24.370040] [DEBUG] [MAG       ] ONL: Last date is validated at 2025-12-03
[2025-12-03T21:02:24.477075] [DEBUG] [MAG       ] TARK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:24.539237] [DEBUG] [MAG       ] ONL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:24.552000] [DEBUG] [MAG       ] UFO: Last date is validated at 2025-12-03
[2025-12-03T21:02:24.570437] [DEBUG] [MAG       ] MS: Last date is validated at 2025-12-03
[2025-12-03T21:02:24.572818] [INFO ] [LOCAL     ] TARK: Saved forecast.
[2025-12-03T21:02:24.572894] [INFO ] [main      ] TARK: Signal=1 (Conf=80.0%), Magnitude=9.62% (Conf=58.3332%)
[2025-12-03T21:02:24.573320] [INFO ] [main      ] Fetching symbol history for AVGO...
[2025-12-03T21:02:24.573369] [DEBUG] [REMOTE    ] AVGO: Fetching historical data.
[2025-12-03T21:02:24.573656] [INFO ] [main      ] Progress: 571/965 forecasts completed (59.2%). TARK finished in 0.6s. ETA: 1m 6s. Rate: 360.52 forecasts/min
[2025-12-03T21:02:24.584683] [DEBUG] [REMOTE    ] AVGO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:24.585762] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 2 features, N/A% accuracy
[2025-12-03T21:02:24.585815] [INFO ] [LOCAL     ] AVGO: Loaded 2 optimal features with 51.45% confidence from JSON config
[2025-12-03T21:02:24.585845] [DEBUG] [MAG       ] Building data for symbol: AVGO with lookback: 0
[2025-12-03T21:02:24.586642] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:24.586700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:24.588356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:24.588884] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:24.605558] [INFO ] [LOCAL     ] ONL: Saved forecast.
[2025-12-03T21:02:24.605643] [INFO ] [main      ] ONL: Signal=1 (Conf=80.0%), Magnitude=3.29% (Conf=56.9528%)
[2025-12-03T21:02:24.606098] [INFO ] [main      ] Fetching symbol history for OPFI...
[2025-12-03T21:02:24.606150] [DEBUG] [REMOTE    ] OPFI: Fetching historical data.
[2025-12-03T21:02:24.606644] [INFO ] [main      ] Progress: 572/965 forecasts completed (59.3%). ONL finished in 0.6s. ETA: 1m 5s. Rate: 361.02 forecasts/min
[2025-12-03T21:02:24.618162] [DEBUG] [REMOTE    ] OPFI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:24.619297] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, N/A% accuracy
[2025-12-03T21:02:24.619351] [INFO ] [LOCAL     ] OPFI: Loaded 2 optimal features with 49.26% confidence from JSON config
[2025-12-03T21:02:24.619383] [DEBUG] [MAG       ] Building data for symbol: OPFI with lookback: 0
[2025-12-03T21:02:24.620248] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:24.620310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:24.625242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:24.626095] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:24.719750] [DEBUG] [MAG       ] UFO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:24.739502] [DEBUG] [MAG       ] MS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:24.808320] [INFO ] [LOCAL     ] UFO: Saved forecast.
[2025-12-03T21:02:24.808404] [INFO ] [main      ] UFO: Signal=1 (Conf=80.0%), Magnitude=-0.90% (Conf=46.3983%)
[2025-12-03T21:02:24.808816] [INFO ] [main      ] Fetching symbol history for ARKO...
[2025-12-03T21:02:24.808871] [DEBUG] [REMOTE    ] ARKO: Fetching historical data.
[2025-12-03T21:02:24.808861] [INFO ] [main      ] Progress: 573/965 forecasts completed (59.4%). UFO finished in 0.6s. ETA: 1m 5s. Rate: 360.89 forecasts/min
[2025-12-03T21:02:24.821700] [DEBUG] [REMOTE    ] ARKO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:24.822649] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 5 features, N/A% accuracy
[2025-12-03T21:02:24.822701] [INFO ] [LOCAL     ] ARKO: Loaded 5 optimal features with 60.72% confidence from JSON config
[2025-12-03T21:02:24.822733] [DEBUG] [MAG       ] Building data for symbol: ARKO with lookback: 0
[2025-12-03T21:02:24.823566] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:24.823647] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:24.828971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:24.831039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:24.831631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:24.832118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:24.832532] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:24.858885] [INFO ] [LOCAL     ] MS: Saved forecast.
[2025-12-03T21:02:24.858953] [INFO ] [main      ] MS: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=56.2986%)
[2025-12-03T21:02:24.859115] [INFO ] [main      ] Fetching symbol history for FHN...
[2025-12-03T21:02:24.859158] [DEBUG] [REMOTE    ] FHN: Fetching historical data.
[2025-12-03T21:02:24.859882] [INFO ] [main      ] Progress: 574/965 forecasts completed (59.5%). MS finished in 0.7s. ETA: 1m 5s. Rate: 361.32 forecasts/min
[2025-12-03T21:02:24.871812] [DEBUG] [REMOTE    ] FHN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:24.873000] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 14 features, N/A% accuracy
[2025-12-03T21:02:24.873055] [INFO ] [LOCAL     ] FHN: Loaded 14 optimal features with 39.83% confidence from JSON config
[2025-12-03T21:02:24.873085] [DEBUG] [MAG       ] Building data for symbol: FHN with lookback: 0
[2025-12-03T21:02:24.873905] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-12-03T21:02:24.873969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:24.879015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:24.881054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:24.881520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:24.881920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:24.919718] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:24.922681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:24.923712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:24.924567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:24.928734] [DEBUG] [MAG       ] AVGO: Last date is validated at 2025-12-03
[2025-12-03T21:02:24.942290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:24.942957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:24.944082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:24.945744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:24.946756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:24.947439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:25.019318] [DEBUG] [MAG       ] OPFI: Last date is validated at 2025-12-03
[2025-12-03T21:02:25.114797] [DEBUG] [MAG       ] AVGO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:25.214275] [DEBUG] [MAG       ] ARKO: Last date is validated at 2025-12-03
[2025-12-03T21:02:25.244463] [DEBUG] [MAG       ] OPFI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:25.292253] [INFO ] [LOCAL     ] AVGO: Saved forecast.
[2025-12-03T21:02:25.292323] [INFO ] [main      ] AVGO: Signal=1 (Conf=80.0%), Magnitude=-5.79% (Conf=51.4502%)
[2025-12-03T21:02:25.292782] [INFO ] [main      ] Fetching symbol history for PAGP...
[2025-12-03T21:02:25.292843] [DEBUG] [REMOTE    ] PAGP: Fetching historical data.
[2025-12-03T21:02:25.293675] [INFO ] [main      ] Progress: 575/965 forecasts completed (59.6%). AVGO finished in 0.7s. ETA: 1m 5s. Rate: 360.31 forecasts/min
[2025-12-03T21:02:25.305801] [DEBUG] [REMOTE    ] PAGP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:25.306772] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 5 features, N/A% accuracy
[2025-12-03T21:02:25.306825] [INFO ] [LOCAL     ] PAGP: Loaded 5 optimal features with 57.80% confidence from JSON config
[2025-12-03T21:02:25.306858] [DEBUG] [MAG       ] Building data for symbol: PAGP with lookback: 0
[2025-12-03T21:02:25.307717] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:25.307780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:25.314755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:25.315452] [DEBUG] [MAG       ] FHN: Last date is validated at 2025-12-03
[2025-12-03T21:02:25.317489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:25.318233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:25.330445] [INFO ] [LOCAL     ] OPFI: Saved forecast.
[2025-12-03T21:02:25.330532] [INFO ] [main      ] OPFI: Signal=1 (Conf=80.0%), Magnitude=0.81% (Conf=49.2598%)
[2025-12-03T21:02:25.331114] [INFO ] [main      ] Fetching symbol history for AIRG...
[2025-12-03T21:02:25.331178] [DEBUG] [REMOTE    ] AIRG: Fetching historical data.
[2025-12-03T21:02:25.331708] [INFO ] [main      ] Progress: 576/965 forecasts completed (59.7%). OPFI finished in 0.7s. ETA: 1m 5s. Rate: 360.80 forecasts/min
[2025-12-03T21:02:25.346870] [DEBUG] [REMOTE    ] AIRG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:25.348204] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 1 features, N/A% accuracy
[2025-12-03T21:02:25.348275] [INFO ] [LOCAL     ] AIRG: Loaded 1 optimal features with 49.60% confidence from JSON config
[2025-12-03T21:02:25.348324] [DEBUG] [MAG       ] Building data for symbol: AIRG with lookback: 0
[2025-12-03T21:02:25.349504] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:25.349611] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:25.350465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:25.389177] [DEBUG] [MAG       ] ARKO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:25.412355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:25.414408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:25.455245] [INFO ] [LOCAL     ] ARKO: Saved forecast.
[2025-12-03T21:02:25.455313] [INFO ] [main      ] ARKO: Signal=1 (Conf=80.0%), Magnitude=6.34% (Conf=60.7242%)
[2025-12-03T21:02:25.455477] [INFO ] [main      ] Fetching symbol history for RAVE...
[2025-12-03T21:02:25.455521] [DEBUG] [REMOTE    ] RAVE: Fetching historical data.
[2025-12-03T21:02:25.456687] [INFO ] [main      ] Progress: 577/965 forecasts completed (59.8%). ARKO finished in 0.6s. ETA: 1m 4s. Rate: 360.95 forecasts/min
[2025-12-03T21:02:25.467492] [DEBUG] [REMOTE    ] RAVE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:25.468554] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 3 features, N/A% accuracy
[2025-12-03T21:02:25.468634] [INFO ] [LOCAL     ] RAVE: Loaded 3 optimal features with 50.86% confidence from JSON config
[2025-12-03T21:02:25.468665] [DEBUG] [MAG       ] Building data for symbol: RAVE with lookback: 0
[2025-12-03T21:02:25.469557] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:25.469639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:25.471408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:25.471992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:25.473408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:25.518602] [DEBUG] [MAG       ] FHN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:25.620695] [INFO ] [LOCAL     ] FHN: Saved forecast.
[2025-12-03T21:02:25.620766] [INFO ] [main      ] FHN: Signal=1 (Conf=80.0%), Magnitude=-1.73% (Conf=39.8297%)
[2025-12-03T21:02:25.620937] [INFO ] [main      ] Fetching symbol history for INCY...
[2025-12-03T21:02:25.620981] [DEBUG] [REMOTE    ] INCY: Fetching historical data.
[2025-12-03T21:02:25.622175] [INFO ] [main      ] Progress: 578/965 forecasts completed (59.9%). FHN finished in 0.8s. ETA: 1m 4s. Rate: 360.96 forecasts/min
[2025-12-03T21:02:25.634103] [DEBUG] [REMOTE    ] INCY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:25.635042] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 7 features, N/A% accuracy
[2025-12-03T21:02:25.635099] [INFO ] [LOCAL     ] INCY: Loaded 7 optimal features with 54.26% confidence from JSON config
[2025-12-03T21:02:25.635130] [DEBUG] [MAG       ] Building data for symbol: INCY with lookback: 0
[2025-12-03T21:02:25.636015] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:25.636078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:25.637803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:25.638370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:25.688314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:25.720184] [DEBUG] [MAG       ] AIRG: Last date is validated at 2025-12-03
[2025-12-03T21:02:25.769645] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:25.773414] [DEBUG] [MAG       ] PAGP: Last date is validated at 2025-12-03
[2025-12-03T21:02:25.774201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:25.775451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:25.777541] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:25.887683] [DEBUG] [MAG       ] RAVE: Last date is validated at 2025-12-03
[2025-12-03T21:02:25.923653] [DEBUG] [MAG       ] AIRG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:25.981444] [DEBUG] [MAG       ] PAGP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:25.983895] [INFO ] [LOCAL     ] AIRG: Saved forecast.
[2025-12-03T21:02:25.983967] [INFO ] [main      ] AIRG: Signal=1 (Conf=80.0%), Magnitude=-1.30% (Conf=49.598%)
[2025-12-03T21:02:25.984333] [INFO ] [main      ] Fetching symbol history for JOF...
[2025-12-03T21:02:25.984384] [DEBUG] [REMOTE    ] JOF: Fetching historical data.
[2025-12-03T21:02:25.984680] [INFO ] [main      ] Progress: 579/965 forecasts completed (60.0%). AIRG finished in 0.7s. ETA: 1m 4s. Rate: 360.22 forecasts/min
[2025-12-03T21:02:25.997100] [DEBUG] [REMOTE    ] JOF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:25.998275] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 6 features, N/A% accuracy
[2025-12-03T21:02:25.998347] [INFO ] [LOCAL     ] JOF: Loaded 6 optimal features with 55.74% confidence from JSON config
[2025-12-03T21:02:25.998410] [DEBUG] [MAG       ] Building data for symbol: JOF with lookback: 0
[2025-12-03T21:02:25.999609] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:25.999697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:26.000760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:26.004413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:26.006853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:26.010128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:26.012185] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:26.014006] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:26.051656] [INFO ] [LOCAL     ] PAGP: Saved forecast.
[2025-12-03T21:02:26.051726] [INFO ] [main      ] PAGP: Signal=1 (Conf=80.0%), Magnitude=-1.59% (Conf=57.7959%)
[2025-12-03T21:02:26.052098] [INFO ] [main      ] Fetching symbol history for M...
[2025-12-03T21:02:26.052148] [DEBUG] [REMOTE    ] M: Fetching historical data.
[2025-12-03T21:02:26.052669] [INFO ] [main      ] Progress: 580/965 forecasts completed (60.1%). PAGP finished in 0.8s. ETA: 1m 4s. Rate: 360.59 forecasts/min
[2025-12-03T21:02:26.064043] [DEBUG] [REMOTE    ] M: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:26.065252] [DEBUG] [LOCAL     ] Loaded configuration for M: 2 features, N/A% accuracy
[2025-12-03T21:02:26.065306] [INFO ] [LOCAL     ] M: Loaded 2 optimal features with 57.10% confidence from JSON config
[2025-12-03T21:02:26.065337] [DEBUG] [MAG       ] Building data for symbol: M with lookback: 0
[2025-12-03T21:02:26.066205] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:26.066267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:26.068740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:26.071736] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:26.125463] [DEBUG] [MAG       ] RAVE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:26.176418] [DEBUG] [MAG       ] INCY: Last date is validated at 2025-12-03
[2025-12-03T21:02:26.180559] [INFO ] [LOCAL     ] RAVE: Saved forecast.
[2025-12-03T21:02:26.180649] [INFO ] [main      ] RAVE: Signal=1 (Conf=80.0%), Magnitude=0.82% (Conf=50.8582%)
[2025-12-03T21:02:26.181034] [INFO ] [main      ] Fetching symbol history for EAF...
[2025-12-03T21:02:26.181085] [DEBUG] [REMOTE    ] EAF: Fetching historical data.
[2025-12-03T21:02:26.181248] [INFO ] [main      ] Progress: 581/965 forecasts completed (60.2%). RAVE finished in 0.7s. ETA: 1m 4s. Rate: 360.73 forecasts/min
[2025-12-03T21:02:26.194467] [DEBUG] [REMOTE    ] EAF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:26.195431] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 5 features, N/A% accuracy
[2025-12-03T21:02:26.195489] [INFO ] [LOCAL     ] EAF: Loaded 5 optimal features with 49.83% confidence from JSON config
[2025-12-03T21:02:26.195521] [DEBUG] [MAG       ] Building data for symbol: EAF with lookback: 0
[2025-12-03T21:02:26.196370] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:26.196432] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:26.198276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:26.198836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:26.199757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:26.201805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:26.203332] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:26.362717] [DEBUG] [MAG       ] INCY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:26.445872] [DEBUG] [MAG       ] JOF: Last date is validated at 2025-12-03
[2025-12-03T21:02:26.464588] [INFO ] [LOCAL     ] INCY: Saved forecast.
[2025-12-03T21:02:26.464667] [INFO ] [main      ] INCY: Signal=1 (Conf=80.0%), Magnitude=-0.92% (Conf=54.2637%)
[2025-12-03T21:02:26.465001] [INFO ] [main      ] Fetching symbol history for RGS...
[2025-12-03T21:02:26.465056] [DEBUG] [REMOTE    ] RGS: Fetching historical data.
[2025-12-03T21:02:26.465452] [DEBUG] [MAG       ] M: Last date is validated at 2025-12-03
[2025-12-03T21:02:26.466038] [INFO ] [main      ] Progress: 582/965 forecasts completed (60.3%). INCY finished in 0.8s. ETA: 1m 4s. Rate: 360.29 forecasts/min
[2025-12-03T21:02:26.477613] [DEBUG] [REMOTE    ] RGS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:26.478850] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 9 features, N/A% accuracy
[2025-12-03T21:02:26.478911] [INFO ] [LOCAL     ] RGS: Loaded 9 optimal features with 63.38% confidence from JSON config
[2025-12-03T21:02:26.478944] [DEBUG] [MAG       ] Building data for symbol: RGS with lookback: 0
[2025-12-03T21:02:26.479907] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:26.479974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:26.481758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:26.482392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:26.482849] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:26.483691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:26.597432] [DEBUG] [MAG       ] EAF: Last date is validated at 2025-12-03
[2025-12-03T21:02:26.601198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:26.603890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:26.604910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:26.608315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:26.611033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:26.626360] [DEBUG] [MAG       ] JOF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:26.644006] [DEBUG] [MAG       ] M: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:26.690248] [INFO ] [LOCAL     ] JOF: Saved forecast.
[2025-12-03T21:02:26.690313] [INFO ] [main      ] JOF: Signal=1 (Conf=80.0%), Magnitude=-0.46% (Conf=55.7379%)
[2025-12-03T21:02:26.690675] [INFO ] [main      ] Fetching symbol history for OPEN...
[2025-12-03T21:02:26.690724] [DEBUG] [REMOTE    ] OPEN: Fetching historical data.
[2025-12-03T21:02:26.691650] [INFO ] [main      ] Progress: 583/965 forecasts completed (60.4%). JOF finished in 0.7s. ETA: 1m 4s. Rate: 360.07 forecasts/min
[2025-12-03T21:02:26.702039] [DEBUG] [REMOTE    ] OPEN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:26.703085] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 8 features, N/A% accuracy
[2025-12-03T21:02:26.703144] [INFO ] [LOCAL     ] OPEN: Loaded 8 optimal features with 58.36% confidence from JSON config
[2025-12-03T21:02:26.703177] [DEBUG] [MAG       ] Building data for symbol: OPEN with lookback: 0
[2025-12-03T21:02:26.704015] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:26.704405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:26.709720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:26.710717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:26.712313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:26.722267] [INFO ] [LOCAL     ] M: Saved forecast.
[2025-12-03T21:02:26.722331] [INFO ] [main      ] M: Signal=1 (Conf=80.0%), Magnitude=1.13% (Conf=57.1024%)
[2025-12-03T21:02:26.723016] [INFO ] [main      ] Fetching symbol history for IBCP...
[2025-12-03T21:02:26.723067] [DEBUG] [REMOTE    ] IBCP: Fetching historical data.
[2025-12-03T21:02:26.726132] [INFO ] [main      ] Progress: 584/965 forecasts completed (60.5%). M finished in 0.7s. ETA: 1m 3s. Rate: 360.56 forecasts/min
[2025-12-03T21:02:26.733979] [DEBUG] [REMOTE    ] IBCP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:26.734866] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 6 features, N/A% accuracy
[2025-12-03T21:02:26.734917] [INFO ] [LOCAL     ] IBCP: Loaded 6 optimal features with 55.81% confidence from JSON config
[2025-12-03T21:02:26.734948] [DEBUG] [MAG       ] Building data for symbol: IBCP with lookback: 0
[2025-12-03T21:02:26.735736] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:26.735795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:26.740760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:26.753159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:26.754509] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:26.789338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:26.790825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:26.791455] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:26.792442] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:26.794035] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:26.801218] [DEBUG] [MAG       ] EAF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:26.805935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:26.887449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:02:26.890651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:26.893856] [INFO ] [LOCAL     ] EAF: Saved forecast.
[2025-12-03T21:02:26.893923] [INFO ] [main      ] EAF: Signal=1 (Conf=80.0%), Magnitude=6.53% (Conf=49.8336%)
[2025-12-03T21:02:26.894477] [INFO ] [main      ] Fetching symbol history for PKG...
[2025-12-03T21:02:26.894526] [DEBUG] [REMOTE    ] PKG: Fetching historical data.
[2025-12-03T21:02:26.894654] [INFO ] [main      ] Progress: 585/965 forecasts completed (60.6%). EAF finished in 0.7s. ETA: 1m 3s. Rate: 360.55 forecasts/min
[2025-12-03T21:02:26.906733] [DEBUG] [REMOTE    ] PKG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:26.907847] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 7 features, N/A% accuracy
[2025-12-03T21:02:26.907903] [INFO ] [LOCAL     ] PKG: Loaded 7 optimal features with 53.08% confidence from JSON config
[2025-12-03T21:02:26.907934] [DEBUG] [MAG       ] Building data for symbol: PKG with lookback: 0
[2025-12-03T21:02:26.909034] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:26.909096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:26.914133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:26.916064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:26.916559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:26.916966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:26.917838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:26.919048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:26.971440] [DEBUG] [MAG       ] RGS: Last date is validated at 2025-12-03
[2025-12-03T21:02:26.994090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:27.138500] [DEBUG] [MAG       ] RGS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:27.144399] [DEBUG] [MAG       ] IBCP: Last date is validated at 2025-12-03
[2025-12-03T21:02:27.229326] [INFO ] [LOCAL     ] RGS: Saved forecast.
[2025-12-03T21:02:27.229391] [INFO ] [main      ] RGS: Signal=1 (Conf=80.0%), Magnitude=-1.73% (Conf=63.3771%)
[2025-12-03T21:02:27.229548] [INFO ] [main      ] Fetching symbol history for FTHM...
[2025-12-03T21:02:27.229759] [DEBUG] [REMOTE    ] FTHM: Fetching historical data.
[2025-12-03T21:02:27.230667] [INFO ] [main      ] Progress: 586/965 forecasts completed (60.7%). RGS finished in 0.8s. ETA: 1m 3s. Rate: 359.93 forecasts/min
[2025-12-03T21:02:27.241193] [DEBUG] [REMOTE    ] FTHM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:27.242146] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 1 features, N/A% accuracy
[2025-12-03T21:02:27.242194] [INFO ] [LOCAL     ] FTHM: Loaded 1 optimal features with 40.80% confidence from JSON config
[2025-12-03T21:02:27.242224] [DEBUG] [MAG       ] Building data for symbol: FTHM with lookback: 0
[2025-12-03T21:02:27.243009] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:27.243066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:27.243770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:27.244863] [DEBUG] [MAG       ] OPEN: Last date is validated at 2025-12-03
[2025-12-03T21:02:27.308778] [DEBUG] [MAG       ] IBCP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:27.343476] [DEBUG] [MAG       ] PKG: Last date is validated at 2025-12-03
[2025-12-03T21:02:27.386334] [INFO ] [LOCAL     ] IBCP: Saved forecast.
[2025-12-03T21:02:27.386399] [INFO ] [main      ] IBCP: Signal=1 (Conf=80.0%), Magnitude=-1.18% (Conf=55.8111%)
[2025-12-03T21:02:27.386753] [INFO ] [main      ] Fetching symbol history for DSGN...
[2025-12-03T21:02:27.386802] [DEBUG] [REMOTE    ] DSGN: Fetching historical data.
[2025-12-03T21:02:27.387677] [INFO ] [main      ] Progress: 587/965 forecasts completed (60.8%). IBCP finished in 0.7s. ETA: 1m 3s. Rate: 359.96 forecasts/min
[2025-12-03T21:02:27.397752] [DEBUG] [REMOTE    ] DSGN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:27.398895] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 6 features, N/A% accuracy
[2025-12-03T21:02:27.398948] [INFO ] [LOCAL     ] DSGN: Loaded 6 optimal features with 51.57% confidence from JSON config
[2025-12-03T21:02:27.398979] [DEBUG] [MAG       ] Building data for symbol: DSGN with lookback: 0
[2025-12-03T21:02:27.399766] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:27.399825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:27.401489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:27.402000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:27.402448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:27.403707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:27.405768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:27.406793] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:27.415241] [DEBUG] [MAG       ] OPEN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:27.486880] [INFO ] [LOCAL     ] OPEN: Saved forecast.
[2025-12-03T21:02:27.486947] [INFO ] [main      ] OPEN: Signal=1 (Conf=80.0%), Magnitude=5.27% (Conf=58.3601%)
[2025-12-03T21:02:27.487413] [INFO ] [main      ] Fetching symbol history for NRP...
[2025-12-03T21:02:27.487464] [DEBUG] [REMOTE    ] NRP: Fetching historical data.
[2025-12-03T21:02:27.487652] [INFO ] [main      ] Progress: 588/965 forecasts completed (60.9%). OPEN finished in 0.8s. ETA: 1m 3s. Rate: 360.21 forecasts/min
[2025-12-03T21:02:27.499045] [DEBUG] [REMOTE    ] NRP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:27.500146] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 6 features, N/A% accuracy
[2025-12-03T21:02:27.500197] [INFO ] [LOCAL     ] NRP: Loaded 6 optimal features with 60.67% confidence from JSON config
[2025-12-03T21:02:27.500228] [DEBUG] [MAG       ] Building data for symbol: NRP with lookback: 0
[2025-12-03T21:02:27.501008] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:27.501065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:27.505884] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:27.507691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:27.508194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:27.508639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:27.510256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:27.511591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:27.518696] [DEBUG] [MAG       ] PKG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:27.592587] [DEBUG] [MAG       ] FTHM: Last date is validated at 2025-12-03
[2025-12-03T21:02:27.647543] [INFO ] [LOCAL     ] PKG: Saved forecast.
[2025-12-03T21:02:27.647630] [INFO ] [main      ] PKG: Signal=1 (Conf=80.0%), Magnitude=0.71% (Conf=53.0828%)
[2025-12-03T21:02:27.647989] [INFO ] [main      ] Fetching symbol history for RYN...
[2025-12-03T21:02:27.648054] [DEBUG] [REMOTE    ] RYN: Fetching historical data.
[2025-12-03T21:02:27.649653] [INFO ] [main      ] Progress: 589/965 forecasts completed (61.0%). PKG finished in 0.8s. ETA: 1m 3s. Rate: 360.22 forecasts/min
[2025-12-03T21:02:27.660594] [DEBUG] [REMOTE    ] RYN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:27.661490] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 3 features, N/A% accuracy
[2025-12-03T21:02:27.661547] [INFO ] [LOCAL     ] RYN: Loaded 3 optimal features with 52.33% confidence from JSON config
[2025-12-03T21:02:27.661920] [DEBUG] [MAG       ] Building data for symbol: RYN with lookback: 0
[2025-12-03T21:02:27.662808] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:27.662869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:27.667757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:27.669631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:27.673522] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:27.746634] [DEBUG] [MAG       ] DSGN: Last date is validated at 2025-12-03
[2025-12-03T21:02:27.761133] [DEBUG] [MAG       ] FTHM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:27.811964] [INFO ] [LOCAL     ] FTHM: Saved forecast.
[2025-12-03T21:02:27.812029] [INFO ] [main      ] FTHM: Signal=1 (Conf=80.0%), Magnitude=-0.57% (Conf=40.8049%)
[2025-12-03T21:02:27.812184] [INFO ] [main      ] Fetching symbol history for XEL...
[2025-12-03T21:02:27.812226] [DEBUG] [REMOTE    ] XEL: Fetching historical data.
[2025-12-03T21:02:27.812920] [INFO ] [main      ] Progress: 590/965 forecasts completed (61.1%). FTHM finished in 0.6s. ETA: 1m 2s. Rate: 360.24 forecasts/min
[2025-12-03T21:02:27.826407] [DEBUG] [REMOTE    ] XEL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:27.827374] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, N/A% accuracy
[2025-12-03T21:02:27.827427] [INFO ] [LOCAL     ] XEL: Loaded 4 optimal features with 53.62% confidence from JSON config
[2025-12-03T21:02:27.827459] [DEBUG] [MAG       ] Building data for symbol: XEL with lookback: 0
[2025-12-03T21:02:27.828326] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:27.828387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:27.830100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:27.830630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:27.831020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:27.831894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:27.867766] [DEBUG] [MAG       ] NRP: Last date is validated at 2025-12-03
[2025-12-03T21:02:27.914804] [DEBUG] [MAG       ] DSGN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:27.984256] [INFO ] [LOCAL     ] DSGN: Saved forecast.
[2025-12-03T21:02:27.984323] [INFO ] [main      ] DSGN: Signal=1 (Conf=80.0%), Magnitude=-0.88% (Conf=51.5702%)
[2025-12-03T21:02:27.984677] [INFO ] [main      ] Fetching symbol history for TECX...
[2025-12-03T21:02:27.984730] [DEBUG] [REMOTE    ] TECX: Fetching historical data.
[2025-12-03T21:02:27.985664] [INFO ] [main      ] Progress: 591/965 forecasts completed (61.2%). DSGN finished in 0.6s. ETA: 1m 2s. Rate: 360.21 forecasts/min
[2025-12-03T21:02:27.995997] [DEBUG] [REMOTE    ] TECX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:27.997085] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 6 features, N/A% accuracy
[2025-12-03T21:02:27.997141] [INFO ] [LOCAL     ] TECX: Loaded 6 optimal features with 60.10% confidence from JSON config
[2025-12-03T21:02:27.997173] [DEBUG] [MAG       ] Building data for symbol: TECX with lookback: 0
[2025-12-03T21:02:27.997979] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:27.998077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:28.002873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:28.004557] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:28.005339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:28.008210] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:28.008859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:28.009886] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:28.027427] [DEBUG] [MAG       ] RYN: Last date is validated at 2025-12-03
[2025-12-03T21:02:28.045969] [DEBUG] [MAG       ] NRP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:28.152047] [INFO ] [LOCAL     ] NRP: Saved forecast.
[2025-12-03T21:02:28.152114] [INFO ] [main      ] NRP: Signal=1 (Conf=80.0%), Magnitude=-0.25% (Conf=60.6707%)
[2025-12-03T21:02:28.152455] [INFO ] [main      ] Fetching symbol history for SKM...
[2025-12-03T21:02:28.152505] [DEBUG] [REMOTE    ] SKM: Fetching historical data.
[2025-12-03T21:02:28.153654] [INFO ] [main      ] Progress: 592/965 forecasts completed (61.3%). NRP finished in 0.7s. ETA: 1m 2s. Rate: 360.21 forecasts/min
[2025-12-03T21:02:28.163708] [DEBUG] [REMOTE    ] SKM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:28.164641] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 3 features, N/A% accuracy
[2025-12-03T21:02:28.164697] [INFO ] [LOCAL     ] SKM: Loaded 3 optimal features with 56.35% confidence from JSON config
[2025-12-03T21:02:28.164729] [DEBUG] [MAG       ] Building data for symbol: SKM with lookback: 0
[2025-12-03T21:02:28.165484] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:28.165544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:28.166434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:28.168431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:28.169746] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:28.179253] [DEBUG] [MAG       ] XEL: Last date is validated at 2025-12-03
[2025-12-03T21:02:28.202424] [DEBUG] [MAG       ] RYN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:28.274351] [INFO ] [LOCAL     ] RYN: Saved forecast.
[2025-12-03T21:02:28.274418] [INFO ] [main      ] RYN: Signal=1 (Conf=80.0%), Magnitude=0.60% (Conf=52.3309%)
[2025-12-03T21:02:28.274765] [INFO ] [main      ] Fetching symbol history for ASPN...
[2025-12-03T21:02:28.274814] [DEBUG] [REMOTE    ] ASPN: Fetching historical data.
[2025-12-03T21:02:28.275667] [INFO ] [main      ] Progress: 593/965 forecasts completed (61.5%). RYN finished in 0.6s. ETA: 1m 2s. Rate: 360.37 forecasts/min
[2025-12-03T21:02:28.286288] [DEBUG] [REMOTE    ] ASPN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:28.287314] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 10 features, N/A% accuracy
[2025-12-03T21:02:28.287369] [INFO ] [LOCAL     ] ASPN: Loaded 10 optimal features with 55.95% confidence from JSON config
[2025-12-03T21:02:28.287400] [DEBUG] [MAG       ] Building data for symbol: ASPN with lookback: 0
[2025-12-03T21:02:28.288231] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:02:28.288294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:28.293105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:28.294955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:28.295425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:28.295874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:28.296264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:28.297031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:28.297851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:28.300318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:28.301076] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:28.302672] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:28.342477] [DEBUG] [MAG       ] TECX: Last date is validated at 2025-12-03
[2025-12-03T21:02:28.345824] [DEBUG] [MAG       ] XEL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:28.427413] [INFO ] [LOCAL     ] XEL: Saved forecast.
[2025-12-03T21:02:28.427482] [INFO ] [main      ] XEL: Signal=1 (Conf=80.0%), Magnitude=-1.12% (Conf=53.6197%)
[2025-12-03T21:02:28.427858] [INFO ] [main      ] Progress: 594/965 forecasts completed (61.6%). XEL finished in 0.6s. ETA: 1m 2s. Rate: 360.42 forecasts/min
[2025-12-03T21:02:28.427985] [INFO ] [main      ] Fetching symbol history for BHVN...
[2025-12-03T21:02:28.428028] [DEBUG] [REMOTE    ] BHVN: Fetching historical data.
[2025-12-03T21:02:28.439693] [DEBUG] [REMOTE    ] BHVN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:28.440615] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 5 features, N/A% accuracy
[2025-12-03T21:02:28.440665] [INFO ] [LOCAL     ] BHVN: Loaded 5 optimal features with 56.14% confidence from JSON config
[2025-12-03T21:02:28.440696] [DEBUG] [MAG       ] Building data for symbol: BHVN with lookback: 0
[2025-12-03T21:02:28.441476] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:28.441535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:28.446382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:28.447218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:28.448018] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:28.450460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:28.451985] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:28.509818] [DEBUG] [MAG       ] TECX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:28.512281] [DEBUG] [MAG       ] SKM: Last date is validated at 2025-12-03
[2025-12-03T21:02:28.652516] [DEBUG] [MAG       ] ASPN: Last date is validated at 2025-12-03
[2025-12-03T21:02:28.653503] [INFO ] [LOCAL     ] TECX: Saved forecast.
[2025-12-03T21:02:28.653583] [INFO ] [main      ] TECX: Signal=1 (Conf=80.0%), Magnitude=8.89% (Conf=60.1027%)
[2025-12-03T21:02:28.653928] [INFO ] [main      ] Fetching symbol history for GASS...
[2025-12-03T21:02:28.653977] [DEBUG] [REMOTE    ] GASS: Fetching historical data.
[2025-12-03T21:02:28.655652] [INFO ] [main      ] Progress: 595/965 forecasts completed (61.7%). TECX finished in 0.7s. ETA: 1m 2s. Rate: 360.20 forecasts/min
[2025-12-03T21:02:28.664896] [DEBUG] [REMOTE    ] GASS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:28.665962] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 6 features, N/A% accuracy
[2025-12-03T21:02:28.666014] [INFO ] [LOCAL     ] GASS: Loaded 6 optimal features with 56.07% confidence from JSON config
[2025-12-03T21:02:28.666049] [DEBUG] [MAG       ] Building data for symbol: GASS with lookback: 0
[2025-12-03T21:02:28.666820] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:28.666878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:28.668544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:28.669052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:28.669433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:28.671765] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:28.673396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:28.689859] [DEBUG] [MAG       ] SKM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:28.722014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:28.757747] [INFO ] [LOCAL     ] SKM: Saved forecast.
[2025-12-03T21:02:28.757818] [INFO ] [main      ] SKM: Signal=1 (Conf=80.0%), Magnitude=2.04% (Conf=56.3521%)
[2025-12-03T21:02:28.758236] [INFO ] [main      ] Fetching symbol history for UHG...
[2025-12-03T21:02:28.758293] [DEBUG] [REMOTE    ] UHG: Fetching historical data.
[2025-12-03T21:02:28.759653] [INFO ] [main      ] Progress: 596/965 forecasts completed (61.8%). SKM finished in 0.6s. ETA: 1m 1s. Rate: 360.43 forecasts/min
[2025-12-03T21:02:28.771203] [DEBUG] [REMOTE    ] UHG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:28.772260] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, N/A% accuracy
[2025-12-03T21:02:28.772323] [INFO ] [LOCAL     ] UHG: Loaded 2 optimal features with 52.68% confidence from JSON config
[2025-12-03T21:02:28.772356] [DEBUG] [MAG       ] Building data for symbol: UHG with lookback: 0
[2025-12-03T21:02:28.773355] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:28.773423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:28.774379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:28.775805] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:28.785749] [DEBUG] [MAG       ] BHVN: Last date is validated at 2025-12-03
[2025-12-03T21:02:28.826877] [DEBUG] [MAG       ] ASPN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:28.917888] [INFO ] [LOCAL     ] ASPN: Saved forecast.
[2025-12-03T21:02:28.917953] [INFO ] [main      ] ASPN: Signal=1 (Conf=80.0%), Magnitude=1.82% (Conf=55.9453%)
[2025-12-03T21:02:28.918313] [INFO ] [main      ] Fetching symbol history for DHF...
[2025-12-03T21:02:28.918362] [DEBUG] [REMOTE    ] DHF: Fetching historical data.
[2025-12-03T21:02:28.918671] [INFO ] [main      ] Progress: 597/965 forecasts completed (61.9%). ASPN finished in 0.6s. ETA: 1m 1s. Rate: 360.45 forecasts/min
[2025-12-03T21:02:28.929648] [DEBUG] [REMOTE    ] DHF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:28.930702] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 53 features, N/A% accuracy
[2025-12-03T21:02:28.930755] [INFO ] [LOCAL     ] DHF: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-03T21:02:28.930786] [DEBUG] [MAG       ] Building data for symbol: DHF with lookback: 0
[2025-12-03T21:02:28.931609] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-03T21:02:28.931708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:28.936558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:28.938524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:28.939023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:28.939449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:28.939859] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:28.940620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:28.941418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:28.943874] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:28.953097] [DEBUG] [MAG       ] BHVN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:29.047148] [INFO ] [LOCAL     ] BHVN: Saved forecast.
[2025-12-03T21:02:29.047212] [INFO ] [main      ] BHVN: Signal=1 (Conf=80.0%), Magnitude=4.79% (Conf=56.1358%)
[2025-12-03T21:02:29.047598] [INFO ] [main      ] Progress: 598/965 forecasts completed (62.0%). BHVN finished in 0.6s. ETA: 1m 1s. Rate: 360.59 forecasts/min
[2025-12-03T21:02:29.047730] [INFO ] [main      ] Fetching symbol history for ESAB...
[2025-12-03T21:02:29.047772] [DEBUG] [REMOTE    ] ESAB: Fetching historical data.
[2025-12-03T21:02:29.052928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:29.054989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:29.059201] [DEBUG] [REMOTE    ] ESAB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:29.060203] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 7 features, N/A% accuracy
[2025-12-03T21:02:29.060253] [INFO ] [LOCAL     ] ESAB: Loaded 7 optimal features with 36.72% confidence from JSON config
[2025-12-03T21:02:29.060283] [DEBUG] [MAG       ] Building data for symbol: ESAB with lookback: 0
[2025-12-03T21:02:29.061059] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:29.061118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:29.062772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:29.063264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:29.063713] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:29.064099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:29.065858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:29.065896] [DEBUG] [MAG       ] GASS: Last date is validated at 2025-12-03
[2025-12-03T21:02:29.069905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:29.071401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:29.093932] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:29.095192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:29.134168] [DEBUG] [MAG       ] UHG: Last date is validated at 2025-12-03
[2025-12-03T21:02:29.143128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:29.144166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:29.145400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:29.220695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:29.221641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:29.223470] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:29.226256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:29.227374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:29.229403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:29.230215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:29.234719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:29.235696] [DEBUG] [MAG       ] GASS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:29.236330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:29.237780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:29.239355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:29.242263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:29.242972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:29.243684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:29.245656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:29.246770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:29.247487] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:29.248212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:02:29.248905] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:29.251756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:29.253372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:02:29.255838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:29.258407] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:29.262296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:29.283926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:29.285386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:29.287184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:29.287968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:29.289654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:29.291273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:29.292192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:29.293373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:29.294630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:29.296771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:29.297051] [INFO ] [LOCAL     ] GASS: Saved forecast.
[2025-12-03T21:02:29.297119] [INFO ] [main      ] GASS: Signal=1 (Conf=80.0%), Magnitude=3.14% (Conf=56.0707%)
[2025-12-03T21:02:29.297475] [INFO ] [main      ] Fetching symbol history for NBHC...
[2025-12-03T21:02:29.297523] [DEBUG] [REMOTE    ] NBHC: Fetching historical data.
[2025-12-03T21:02:29.298430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:02:29.298664] [INFO ] [main      ] Progress: 599/965 forecasts completed (62.1%). GASS finished in 0.6s. ETA: 1m 1s. Rate: 360.28 forecasts/min
[2025-12-03T21:02:29.301390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:29.303559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:29.303708] [DEBUG] [MAG       ] UHG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:29.308813] [DEBUG] [REMOTE    ] NBHC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:29.309855] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 0 features, N/A% accuracy
[2025-12-03T21:02:29.309872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:29.309907] [INFO ] [LOCAL     ] NBHC: Loaded 0 optimal features with 54.14% confidence from JSON config
[2025-12-03T21:02:29.310274] [DEBUG] [MAG       ] Building data for symbol: NBHC with lookback: 0
[2025-12-03T21:02:29.311096] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:02:29.368719] [INFO ] [LOCAL     ] UHG: Saved forecast.
[2025-12-03T21:02:29.368786] [INFO ] [main      ] UHG: Signal=1 (Conf=80.0%), Magnitude=-2.00% (Conf=52.6831%)
[2025-12-03T21:02:29.369140] [INFO ] [main      ] Fetching symbol history for PGNY...
[2025-12-03T21:02:29.369195] [DEBUG] [REMOTE    ] PGNY: Fetching historical data.
[2025-12-03T21:02:29.370650] [INFO ] [main      ] Progress: 600/965 forecasts completed (62.2%). UHG finished in 0.6s. ETA: 1m 1s. Rate: 360.62 forecasts/min
[2025-12-03T21:02:29.380556] [DEBUG] [REMOTE    ] PGNY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:29.381419] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, N/A% accuracy
[2025-12-03T21:02:29.381470] [INFO ] [LOCAL     ] PGNY: Loaded 2 optimal features with 63.15% confidence from JSON config
[2025-12-03T21:02:29.381501] [DEBUG] [MAG       ] Building data for symbol: PGNY with lookback: 0
[2025-12-03T21:02:29.382267] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:29.382325] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:29.383030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:29.385775] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:29.413538] [DEBUG] [MAG       ] ESAB: Last date is validated at 2025-12-03
[2025-12-03T21:02:29.579925] [DEBUG] [MAG       ] ESAB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:29.653961] [DEBUG] [MAG       ] NBHC: Last date is validated at 2025-12-03
[2025-12-03T21:02:29.700056] [INFO ] [LOCAL     ] ESAB: Saved forecast.
[2025-12-03T21:02:29.700121] [INFO ] [main      ] ESAB: Signal=1 (Conf=80.0%), Magnitude=2.76% (Conf=36.7208%)
[2025-12-03T21:02:29.700469] [INFO ] [main      ] Progress: 601/965 forecasts completed (62.3%). ESAB finished in 0.7s. ETA: 1m 1s. Rate: 360.04 forecasts/min
[2025-12-03T21:02:29.700607] [INFO ] [main      ] Fetching symbol history for AJG...
[2025-12-03T21:02:29.700652] [DEBUG] [REMOTE    ] AJG: Fetching historical data.
[2025-12-03T21:02:29.700787] [DEBUG] [MAG       ] DHF: Last date is validated at 2025-12-03
[2025-12-03T21:02:29.712006] [DEBUG] [REMOTE    ] AJG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:29.712903] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 4 features, N/A% accuracy
[2025-12-03T21:02:29.712955] [INFO ] [LOCAL     ] AJG: Loaded 4 optimal features with 52.10% confidence from JSON config
[2025-12-03T21:02:29.712986] [DEBUG] [MAG       ] Building data for symbol: AJG with lookback: 0
[2025-12-03T21:02:29.713795] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:29.713854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:29.715638] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:29.716151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:29.716539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:29.736972] [DEBUG] [MAG       ] PGNY: Last date is validated at 2025-12-03
[2025-12-03T21:02:29.757109] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:29.832856] [DEBUG] [MAG       ] NBHC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:29.875596] [DEBUG] [MAG       ] DHF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:29.913126] [INFO ] [LOCAL     ] NBHC: Saved forecast.
[2025-12-03T21:02:29.913192] [INFO ] [main      ] NBHC: Signal=1 (Conf=80.0%), Magnitude=1.78% (Conf=54.1425%)
[2025-12-03T21:02:29.913356] [INFO ] [main      ] Fetching symbol history for NC...
[2025-12-03T21:02:29.913398] [DEBUG] [REMOTE    ] NC: Fetching historical data.
[2025-12-03T21:02:29.913864] [INFO ] [main      ] Progress: 602/965 forecasts completed (62.4%). NBHC finished in 0.6s. ETA: 1m 1s. Rate: 359.87 forecasts/min
[2025-12-03T21:02:29.914214] [DEBUG] [MAG       ] PGNY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:29.923846] [DEBUG] [REMOTE    ] NC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:29.924909] [DEBUG] [LOCAL     ] Loaded configuration for NC: 8 features, N/A% accuracy
[2025-12-03T21:02:29.924960] [INFO ] [LOCAL     ] NC: Loaded 8 optimal features with 57.52% confidence from JSON config
[2025-12-03T21:02:29.924991] [DEBUG] [MAG       ] Building data for symbol: NC with lookback: 0
[2025-12-03T21:02:29.925776] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:29.925837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:29.930613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:29.932404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:29.932893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:29.933279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:29.934011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:29.935640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:29.937652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:29.941899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:29.997777] [INFO ] [LOCAL     ] PGNY: Saved forecast.
[2025-12-03T21:02:29.997859] [INFO ] [main      ] PGNY: Signal=1 (Conf=80.0%), Magnitude=0.21% (Conf=63.1516%)
[2025-12-03T21:02:29.998247] [INFO ] [main      ] Fetching symbol history for TREX...
[2025-12-03T21:02:29.998305] [DEBUG] [REMOTE    ] TREX: Fetching historical data.
[2025-12-03T21:02:29.998678] [INFO ] [main      ] Progress: 603/965 forecasts completed (62.5%). PGNY finished in 0.6s. ETA: 1m 0s. Rate: 360.16 forecasts/min
[2025-12-03T21:02:30.010992] [DEBUG] [REMOTE    ] TREX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:30.015313] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 9 features, N/A% accuracy
[2025-12-03T21:02:30.015366] [INFO ] [LOCAL     ] TREX: Loaded 9 optimal features with 50.85% confidence from JSON config
[2025-12-03T21:02:30.015399] [DEBUG] [MAG       ] Building data for symbol: TREX with lookback: 0
[2025-12-03T21:02:30.016257] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:30.016321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:30.021352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:30.023196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:30.023710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:30.024115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:30.064462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:30.102890] [DEBUG] [MAG       ] AJG: Last date is validated at 2025-12-03
[2025-12-03T21:02:30.116665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:30.119913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:30.120681] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:30.121702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:30.133868] [INFO ] [LOCAL     ] DHF: Saved forecast.
[2025-12-03T21:02:30.133938] [INFO ] [main      ] DHF: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-03T21:02:30.134293] [INFO ] [main      ] Progress: 604/965 forecasts completed (62.6%). DHF finished in 1.2s. ETA: 1m 0s. Rate: 360.27 forecasts/min
[2025-12-03T21:02:30.134414] [INFO ] [main      ] Fetching symbol history for ALCO...
[2025-12-03T21:02:30.134456] [DEBUG] [REMOTE    ] ALCO: Fetching historical data.
[2025-12-03T21:02:30.145927] [DEBUG] [REMOTE    ] ALCO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:30.146829] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, N/A% accuracy
[2025-12-03T21:02:30.146886] [INFO ] [LOCAL     ] ALCO: Loaded 5 optimal features with 48.96% confidence from JSON config
[2025-12-03T21:02:30.146917] [DEBUG] [MAG       ] Building data for symbol: ALCO with lookback: 0
[2025-12-03T21:02:30.147691] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:30.147749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:30.149398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:30.149910] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:30.150291] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:30.151898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:30.153930] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:30.276332] [DEBUG] [MAG       ] AJG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:30.286943] [DEBUG] [MAG       ] NC: Last date is validated at 2025-12-03
[2025-12-03T21:02:30.407695] [INFO ] [LOCAL     ] AJG: Saved forecast.
[2025-12-03T21:02:30.407763] [INFO ] [main      ] AJG: Signal=1 (Conf=80.0%), Magnitude=1.01% (Conf=52.103%)
[2025-12-03T21:02:30.407922] [INFO ] [main      ] Fetching symbol history for TME...
[2025-12-03T21:02:30.407965] [DEBUG] [REMOTE    ] TME: Fetching historical data.
[2025-12-03T21:02:30.408860] [INFO ] [main      ] Progress: 605/965 forecasts completed (62.7%). AJG finished in 0.7s. ETA: 1m 0s. Rate: 359.89 forecasts/min
[2025-12-03T21:02:30.421015] [DEBUG] [REMOTE    ] TME: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:30.422090] [DEBUG] [LOCAL     ] Loaded configuration for TME: 6 features, N/A% accuracy
[2025-12-03T21:02:30.422162] [INFO ] [LOCAL     ] TME: Loaded 6 optimal features with 51.16% confidence from JSON config
[2025-12-03T21:02:30.422208] [DEBUG] [MAG       ] Building data for symbol: TME with lookback: 0
[2025-12-03T21:02:30.423267] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:30.423342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:30.430139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:30.432391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:30.432967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:30.433457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:30.434355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:30.437241] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:30.453340] [DEBUG] [MAG       ] TREX: Last date is validated at 2025-12-03
[2025-12-03T21:02:30.460278] [DEBUG] [MAG       ] NC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:30.492148] [DEBUG] [MAG       ] ALCO: Last date is validated at 2025-12-03
[2025-12-03T21:02:30.563670] [INFO ] [LOCAL     ] NC: Saved forecast.
[2025-12-03T21:02:30.563737] [INFO ] [main      ] NC: Signal=1 (Conf=80.0%), Magnitude=3.67% (Conf=57.5236%)
[2025-12-03T21:02:30.564072] [INFO ] [main      ] Fetching symbol history for INO...
[2025-12-03T21:02:30.564121] [DEBUG] [REMOTE    ] INO: Fetching historical data.
[2025-12-03T21:02:30.564651] [INFO ] [main      ] Progress: 606/965 forecasts completed (62.8%). NC finished in 0.7s. ETA: 59.8s. Rate: 359.93 forecasts/min
[2025-12-03T21:02:30.575077] [DEBUG] [REMOTE    ] INO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:30.576014] [DEBUG] [LOCAL     ] Loaded configuration for INO: 3 features, N/A% accuracy
[2025-12-03T21:02:30.576066] [INFO ] [LOCAL     ] INO: Loaded 3 optimal features with 55.06% confidence from JSON config
[2025-12-03T21:02:30.576097] [DEBUG] [MAG       ] Building data for symbol: INO with lookback: 0
[2025-12-03T21:02:30.576882] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:30.576938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:30.581607] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:30.582390] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:30.584256] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:30.619095] [DEBUG] [MAG       ] TREX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:30.659549] [DEBUG] [MAG       ] ALCO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:30.728207] [INFO ] [LOCAL     ] TREX: Saved forecast.
[2025-12-03T21:02:30.728275] [INFO ] [main      ] TREX: Signal=1 (Conf=80.0%), Magnitude=1.86% (Conf=50.8476%)
[2025-12-03T21:02:30.728678] [INFO ] [main      ] Fetching symbol history for PDM...
[2025-12-03T21:02:30.728730] [DEBUG] [REMOTE    ] PDM: Fetching historical data.
[2025-12-03T21:02:30.728700] [INFO ] [main      ] Progress: 607/965 forecasts completed (62.9%). TREX finished in 0.7s. ETA: 59.7s. Rate: 359.94 forecasts/min
[2025-12-03T21:02:30.739767] [INFO ] [LOCAL     ] ALCO: Saved forecast.
[2025-12-03T21:02:30.739829] [INFO ] [main      ] ALCO: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=48.9564%)
[2025-12-03T21:02:30.740171] [INFO ] [main      ] Fetching symbol history for HBM...
[2025-12-03T21:02:30.740221] [DEBUG] [REMOTE    ] HBM: Fetching historical data.
[2025-12-03T21:02:30.740789] [DEBUG] [REMOTE    ] PDM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:30.741025] [INFO ] [main      ] Progress: 608/965 forecasts completed (63.0%). ALCO finished in 0.6s. ETA: 59.4s. Rate: 360.48 forecasts/min
[2025-12-03T21:02:30.741840] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 7 features, N/A% accuracy
[2025-12-03T21:02:30.741944] [INFO ] [LOCAL     ] PDM: Loaded 7 optimal features with 46.08% confidence from JSON config
[2025-12-03T21:02:30.741981] [DEBUG] [MAG       ] Building data for symbol: PDM with lookback: 0
[2025-12-03T21:02:30.742801] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:30.742863] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:30.747830] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:30.749691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:30.750176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:30.750652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:30.751077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:30.752722] [DEBUG] [REMOTE    ] HBM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:30.753471] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 7 features, N/A% accuracy
[2025-12-03T21:02:30.753479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:30.753526] [INFO ] [LOCAL     ] HBM: Loaded 7 optimal features with 55.82% confidence from JSON config
[2025-12-03T21:02:30.753558] [DEBUG] [MAG       ] Building data for symbol: HBM with lookback: 0
[2025-12-03T21:02:30.754368] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:30.754429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:30.756092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:30.756621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:30.757003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:30.757803] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:30.757875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:30.758834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:30.805255] [DEBUG] [MAG       ] TME: Last date is validated at 2025-12-03
[2025-12-03T21:02:30.810235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:30.811143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:30.930631] [DEBUG] [MAG       ] INO: Last date is validated at 2025-12-03
[2025-12-03T21:02:30.978762] [DEBUG] [MAG       ] TME: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:31.058224] [INFO ] [LOCAL     ] TME: Saved forecast.
[2025-12-03T21:02:31.058291] [INFO ] [main      ] TME: Signal=1 (Conf=80.0%), Magnitude=-0.43% (Conf=51.1596%)
[2025-12-03T21:02:31.058677] [INFO ] [main      ] Fetching symbol history for BPOP...
[2025-12-03T21:02:31.058729] [DEBUG] [REMOTE    ] BPOP: Fetching historical data.
[2025-12-03T21:02:31.060736] [INFO ] [main      ] Progress: 609/965 forecasts completed (63.1%). TME finished in 0.7s. ETA: 59.3s. Rate: 359.94 forecasts/min
[2025-12-03T21:02:31.070662] [DEBUG] [REMOTE    ] BPOP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:31.071697] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, N/A% accuracy
[2025-12-03T21:02:31.071748] [INFO ] [LOCAL     ] BPOP: Loaded 3 optimal features with 64.37% confidence from JSON config
[2025-12-03T21:02:31.071777] [DEBUG] [MAG       ] Building data for symbol: BPOP with lookback: 0
[2025-12-03T21:02:31.072555] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:31.072635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:31.075170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:31.109764] [DEBUG] [MAG       ] INO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:31.122702] [DEBUG] [MAG       ] PDM: Last date is validated at 2025-12-03
[2025-12-03T21:02:31.170188] [INFO ] [LOCAL     ] INO: Saved forecast.
[2025-12-03T21:02:31.170252] [INFO ] [main      ] INO: Signal=1 (Conf=80.0%), Magnitude=1.40% (Conf=55.0595%)
[2025-12-03T21:02:31.170611] [INFO ] [main      ] Fetching symbol history for RILYN...
[2025-12-03T21:02:31.170660] [DEBUG] [REMOTE    ] RILYN: Fetching historical data.
[2025-12-03T21:02:31.171656] [INFO ] [main      ] Progress: 610/965 forecasts completed (63.2%). INO finished in 0.6s. ETA: 59.1s. Rate: 360.14 forecasts/min
[2025-12-03T21:02:31.181991] [DEBUG] [REMOTE    ] RILYN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:31.183044] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 3 features, N/A% accuracy
[2025-12-03T21:02:31.183096] [INFO ] [LOCAL     ] RILYN: Loaded 3 optimal features with 53.04% confidence from JSON config
[2025-12-03T21:02:31.183127] [DEBUG] [MAG       ] Building data for symbol: RILYN with lookback: 0
[2025-12-03T21:02:31.183819] [DEBUG] [MAG       ] HBM: Last date is validated at 2025-12-03
[2025-12-03T21:02:31.183900] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:31.183957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:31.188751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:31.189768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:31.190183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:31.191250] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:31.192651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:31.294855] [DEBUG] [MAG       ] PDM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:31.352032] [DEBUG] [MAG       ] HBM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:31.376336] [INFO ] [LOCAL     ] PDM: Saved forecast.
[2025-12-03T21:02:31.376429] [INFO ] [main      ] PDM: Signal=1 (Conf=80.0%), Magnitude=-3.02% (Conf=46.0776%)
[2025-12-03T21:02:31.377011] [INFO ] [main      ] Fetching symbol history for WAB...
[2025-12-03T21:02:31.377080] [DEBUG] [REMOTE    ] WAB: Fetching historical data.
[2025-12-03T21:02:31.377172] [INFO ] [main      ] Progress: 611/965 forecasts completed (63.3%). PDM finished in 0.6s. ETA: 59.0s. Rate: 360.00 forecasts/min
[2025-12-03T21:02:31.390774] [DEBUG] [REMOTE    ] WAB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:31.391694] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 9 features, N/A% accuracy
[2025-12-03T21:02:31.391759] [INFO ] [LOCAL     ] WAB: Loaded 9 optimal features with 45.43% confidence from JSON config
[2025-12-03T21:02:31.391792] [DEBUG] [MAG       ] Building data for symbol: WAB with lookback: 0
[2025-12-03T21:02:31.392726] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:31.392795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:31.397636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:31.421642] [INFO ] [LOCAL     ] HBM: Saved forecast.
[2025-12-03T21:02:31.421708] [INFO ] [main      ] HBM: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=55.8211%)
[2025-12-03T21:02:31.422014] [INFO ] [main      ] Fetching symbol history for PHG...
[2025-12-03T21:02:31.422061] [DEBUG] [REMOTE    ] PHG: Fetching historical data.
[2025-12-03T21:02:31.422931] [INFO ] [main      ] Progress: 612/965 forecasts completed (63.4%). HBM finished in 0.7s. ETA: 58.8s. Rate: 360.43 forecasts/min
[2025-12-03T21:02:31.433659] [DEBUG] [REMOTE    ] PHG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:31.434790] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 5 features, N/A% accuracy
[2025-12-03T21:02:31.434843] [INFO ] [LOCAL     ] PHG: Loaded 5 optimal features with 50.21% confidence from JSON config
[2025-12-03T21:02:31.434873] [DEBUG] [MAG       ] Building data for symbol: PHG with lookback: 0
[2025-12-03T21:02:31.435699] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:31.435759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:31.437250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:31.437327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:31.438802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:31.440736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:31.441257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:31.442375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:31.444149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:31.445286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:31.446050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:31.476033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:31.477072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:31.479907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:31.481460] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:31.540129] [DEBUG] [MAG       ] RILYN: Last date is validated at 2025-12-03
[2025-12-03T21:02:31.544137] [DEBUG] [MAG       ] BPOP: Last date is validated at 2025-12-03
[2025-12-03T21:02:31.710356] [DEBUG] [MAG       ] BPOP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:31.712806] [DEBUG] [MAG       ] RILYN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:31.783906] [INFO ] [LOCAL     ] RILYN: Saved forecast.
[2025-12-03T21:02:31.783970] [INFO ] [main      ] RILYN: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=53.0429%)
[2025-12-03T21:02:31.784310] [INFO ] [main      ] Fetching symbol history for DXC...
[2025-12-03T21:02:31.784358] [DEBUG] [REMOTE    ] DXC: Fetching historical data.
[2025-12-03T21:02:31.784676] [INFO ] [main      ] Progress: 613/965 forecasts completed (63.5%). RILYN finished in 0.6s. ETA: 58.7s. Rate: 359.74 forecasts/min
[2025-12-03T21:02:31.795819] [DEBUG] [REMOTE    ] DXC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:31.796758] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 1 features, N/A% accuracy
[2025-12-03T21:02:31.796809] [INFO ] [LOCAL     ] DXC: Loaded 1 optimal features with 59.74% confidence from JSON config
[2025-12-03T21:02:31.796840] [DEBUG] [MAG       ] Building data for symbol: DXC with lookback: 0
[2025-12-03T21:02:31.797636] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:31.797691] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:31.798411] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:31.806959] [DEBUG] [MAG       ] WAB: Last date is validated at 2025-12-03
[2025-12-03T21:02:31.814165] [INFO ] [LOCAL     ] BPOP: Saved forecast.
[2025-12-03T21:02:31.814232] [INFO ] [main      ] BPOP: Signal=1 (Conf=80.0%), Magnitude=3.20% (Conf=64.3707%)
[2025-12-03T21:02:31.814393] [INFO ] [main      ] Fetching symbol history for BIP...
[2025-12-03T21:02:31.814436] [DEBUG] [REMOTE    ] BIP: Fetching historical data.
[2025-12-03T21:02:31.816659] [INFO ] [main      ] Progress: 614/965 forecasts completed (63.6%). BPOP finished in 0.8s. ETA: 58.5s. Rate: 360.21 forecasts/min
[2025-12-03T21:02:31.821211] [DEBUG] [MAG       ] PHG: Last date is validated at 2025-12-03
[2025-12-03T21:02:31.826406] [DEBUG] [REMOTE    ] BIP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:31.827208] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 5 features, N/A% accuracy
[2025-12-03T21:02:31.827256] [INFO ] [LOCAL     ] BIP: Loaded 5 optimal features with 55.53% confidence from JSON config
[2025-12-03T21:02:31.827286] [DEBUG] [MAG       ] Building data for symbol: BIP with lookback: 0
[2025-12-03T21:02:31.828097] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:31.828165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:31.832795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:31.870605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:31.920048] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:31.988222] [DEBUG] [MAG       ] WAB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:31.991900] [DEBUG] [MAG       ] PHG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:31.993030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:31.994203] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:32.074755] [INFO ] [LOCAL     ] PHG: Saved forecast.
[2025-12-03T21:02:32.074822] [INFO ] [main      ] PHG: Signal=1 (Conf=80.0%), Magnitude=0.52% (Conf=50.2086%)
[2025-12-03T21:02:32.075157] [INFO ] [main      ] Progress: 615/965 forecasts completed (63.7%). PHG finished in 0.7s. ETA: 58.4s. Rate: 359.89 forecasts/min
[2025-12-03T21:02:32.075288] [INFO ] [main      ] Fetching symbol history for HAS...
[2025-12-03T21:02:32.075330] [DEBUG] [REMOTE    ] HAS: Fetching historical data.
[2025-12-03T21:02:32.086419] [DEBUG] [REMOTE    ] HAS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:32.087467] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 7 features, N/A% accuracy
[2025-12-03T21:02:32.087521] [INFO ] [LOCAL     ] HAS: Loaded 7 optimal features with 58.12% confidence from JSON config
[2025-12-03T21:02:32.087919] [DEBUG] [MAG       ] Building data for symbol: HAS with lookback: 0
[2025-12-03T21:02:32.088799] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:32.088862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:32.090608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:32.091109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:32.091548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:32.091968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:32.092790] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:32.093657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:32.094312] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:32.124969] [INFO ] [LOCAL     ] WAB: Saved forecast.
[2025-12-03T21:02:32.125039] [INFO ] [main      ] WAB: Signal=1 (Conf=80.0%), Magnitude=2.00% (Conf=45.4341%)
[2025-12-03T21:02:32.125497] [INFO ] [main      ] Fetching symbol history for SM...
[2025-12-03T21:02:32.125551] [DEBUG] [REMOTE    ] SM: Fetching historical data.
[2025-12-03T21:02:32.125654] [INFO ] [main      ] Progress: 616/965 forecasts completed (63.8%). WAB finished in 0.7s. ETA: 58.1s. Rate: 360.30 forecasts/min
[2025-12-03T21:02:32.137885] [DEBUG] [REMOTE    ] SM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:32.139103] [DEBUG] [LOCAL     ] Loaded configuration for SM: 6 features, N/A% accuracy
[2025-12-03T21:02:32.139158] [INFO ] [LOCAL     ] SM: Loaded 6 optimal features with 45.81% confidence from JSON config
[2025-12-03T21:02:32.139189] [DEBUG] [MAG       ] Building data for symbol: SM with lookback: 0
[2025-12-03T21:02:32.140011] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:32.140072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:32.145256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:32.145953] [DEBUG] [MAG       ] DXC: Last date is validated at 2025-12-03
[2025-12-03T21:02:32.147087] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:32.147570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:32.147978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:32.148754] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:32.263188] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:32.316459] [DEBUG] [MAG       ] DXC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:32.329058] [DEBUG] [MAG       ] BIP: Last date is validated at 2025-12-03
[2025-12-03T21:02:32.383515] [INFO ] [LOCAL     ] DXC: Saved forecast.
[2025-12-03T21:02:32.383598] [INFO ] [main      ] DXC: Signal=1 (Conf=80.0%), Magnitude=4.55% (Conf=59.7429%)
[2025-12-03T21:02:32.383963] [INFO ] [main      ] Fetching symbol history for WALD...
[2025-12-03T21:02:32.384012] [DEBUG] [REMOTE    ] WALD: Fetching historical data.
[2025-12-03T21:02:32.385658] [INFO ] [main      ] Progress: 617/965 forecasts completed (63.9%). DXC finished in 0.6s. ETA: 58.0s. Rate: 359.97 forecasts/min
[2025-12-03T21:02:32.395728] [DEBUG] [REMOTE    ] WALD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:32.396526] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 11 features, N/A% accuracy
[2025-12-03T21:02:32.396606] [INFO ] [LOCAL     ] WALD: Loaded 11 optimal features with 50.52% confidence from JSON config
[2025-12-03T21:02:32.396641] [DEBUG] [MAG       ] Building data for symbol: WALD with lookback: 0
[2025-12-03T21:02:32.397408] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:02:32.397472] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:32.399489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:32.400016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:32.400393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:32.401157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:32.431462] [DEBUG] [MAG       ] HAS: Last date is validated at 2025-12-03
[2025-12-03T21:02:32.474851] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:32.475698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:32.477820] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:32.478540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:32.479226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:02:32.479887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:32.482565] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:32.505264] [DEBUG] [MAG       ] BIP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:32.582990] [INFO ] [LOCAL     ] BIP: Saved forecast.
[2025-12-03T21:02:32.583057] [INFO ] [main      ] BIP: Signal=1 (Conf=80.0%), Magnitude=-0.99% (Conf=55.5342%)
[2025-12-03T21:02:32.583224] [INFO ] [main      ] Fetching symbol history for INN...
[2025-12-03T21:02:32.583268] [DEBUG] [REMOTE    ] INN: Fetching historical data.
[2025-12-03T21:02:32.585654] [INFO ] [main      ] Progress: 618/965 forecasts completed (64.0%). BIP finished in 0.8s. ETA: 57.9s. Rate: 359.85 forecasts/min
[2025-12-03T21:02:32.594978] [DEBUG] [REMOTE    ] INN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:32.596090] [DEBUG] [LOCAL     ] Loaded configuration for INN: 4 features, N/A% accuracy
[2025-12-03T21:02:32.596161] [INFO ] [LOCAL     ] INN: Loaded 4 optimal features with 62.16% confidence from JSON config
[2025-12-03T21:02:32.596201] [DEBUG] [MAG       ] Building data for symbol: INN with lookback: 0
[2025-12-03T21:02:32.597111] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:32.597173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:32.601187] [DEBUG] [MAG       ] HAS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:32.622249] [DEBUG] [MAG       ] SM: Last date is validated at 2025-12-03
[2025-12-03T21:02:32.694659] [INFO ] [LOCAL     ] HAS: Saved forecast.
[2025-12-03T21:02:32.694725] [INFO ] [main      ] HAS: Signal=1 (Conf=80.0%), Magnitude=1.81% (Conf=58.1184%)
[2025-12-03T21:02:32.695070] [INFO ] [main      ] Progress: 619/965 forecasts completed (64.1%). HAS finished in 0.6s. ETA: 57.7s. Rate: 360.05 forecasts/min
[2025-12-03T21:02:32.695196] [INFO ] [main      ] Fetching symbol history for TNON...
[2025-12-03T21:02:32.695238] [DEBUG] [REMOTE    ] TNON: Fetching historical data.
[2025-12-03T21:02:32.706810] [DEBUG] [REMOTE    ] TNON: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:32.707769] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 2 features, N/A% accuracy
[2025-12-03T21:02:32.707824] [INFO ] [LOCAL     ] TNON: Loaded 2 optimal features with 48.79% confidence from JSON config
[2025-12-03T21:02:32.707856] [DEBUG] [MAG       ] Building data for symbol: TNON with lookback: 0
[2025-12-03T21:02:32.708685] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:32.708743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:32.710643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:32.711846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:32.713109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:32.713780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:32.718824] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:32.788520] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:32.801194] [DEBUG] [MAG       ] SM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:32.818926] [DEBUG] [MAG       ] WALD: Last date is validated at 2025-12-03
[2025-12-03T21:02:32.898346] [INFO ] [LOCAL     ] SM: Saved forecast.
[2025-12-03T21:02:32.898433] [INFO ] [main      ] SM: Signal=1 (Conf=80.0%), Magnitude=4.80% (Conf=45.8127%)
[2025-12-03T21:02:32.898860] [INFO ] [main      ] Fetching symbol history for SSTI...
[2025-12-03T21:02:32.898925] [DEBUG] [REMOTE    ] SSTI: Fetching historical data.
[2025-12-03T21:02:32.904659] [INFO ] [main      ] Progress: 620/965 forecasts completed (64.2%). SM finished in 0.8s. ETA: 57.5s. Rate: 359.90 forecasts/min
[2025-12-03T21:02:32.917538] [DEBUG] [REMOTE    ] SSTI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:32.918748] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 4 features, N/A% accuracy
[2025-12-03T21:02:32.918802] [INFO ] [LOCAL     ] SSTI: Loaded 4 optimal features with 55.99% confidence from JSON config
[2025-12-03T21:02:32.918834] [DEBUG] [MAG       ] Building data for symbol: SSTI with lookback: 0
[2025-12-03T21:02:32.919655] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:32.919716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:32.921410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:32.921937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:32.922760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:32.923987] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:32.991251] [DEBUG] [MAG       ] WALD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:33.058535] [INFO ] [LOCAL     ] WALD: Saved forecast.
[2025-12-03T21:02:33.058625] [INFO ] [main      ] WALD: Signal=1 (Conf=80.0%), Magnitude=-2.45% (Conf=50.5246%)
[2025-12-03T21:02:33.058971] [INFO ] [main      ] Fetching symbol history for SKIL...
[2025-12-03T21:02:33.059020] [DEBUG] [REMOTE    ] SKIL: Fetching historical data.
[2025-12-03T21:02:33.059658] [INFO ] [main      ] Progress: 621/965 forecasts completed (64.4%). WALD finished in 0.7s. ETA: 57.3s. Rate: 359.94 forecasts/min
[2025-12-03T21:02:33.063738] [DEBUG] [MAG       ] INN: Last date is validated at 2025-12-03
[2025-12-03T21:02:33.070148] [DEBUG] [REMOTE    ] SKIL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:33.071068] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 4 features, N/A% accuracy
[2025-12-03T21:02:33.071119] [INFO ] [LOCAL     ] SKIL: Loaded 4 optimal features with 60.28% confidence from JSON config
[2025-12-03T21:02:33.071150] [DEBUG] [MAG       ] Building data for symbol: SKIL with lookback: 0
[2025-12-03T21:02:33.072002] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:33.072061] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:33.076810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:33.078559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:33.079035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:33.080205] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:33.126261] [DEBUG] [MAG       ] TNON: Last date is validated at 2025-12-03
[2025-12-03T21:02:33.230749] [DEBUG] [MAG       ] INN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:33.270938] [DEBUG] [MAG       ] SSTI: Last date is validated at 2025-12-03
[2025-12-03T21:02:33.287254] [INFO ] [LOCAL     ] INN: Saved forecast.
[2025-12-03T21:02:33.287319] [INFO ] [main      ] INN: Signal=1 (Conf=80.0%), Magnitude=1.47% (Conf=62.1579%)
[2025-12-03T21:02:33.287681] [INFO ] [main      ] Fetching symbol history for AMZZ...
[2025-12-03T21:02:33.287729] [DEBUG] [REMOTE    ] AMZZ: Fetching historical data.
[2025-12-03T21:02:33.289635] [INFO ] [main      ] Progress: 622/965 forecasts completed (64.5%). INN finished in 0.7s. ETA: 57.2s. Rate: 359.73 forecasts/min
[2025-12-03T21:02:33.294650] [DEBUG] [MAG       ] TNON: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:33.299043] [DEBUG] [REMOTE    ] AMZZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:33.300138] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 6 features, N/A% accuracy
[2025-12-03T21:02:33.300209] [INFO ] [LOCAL     ] AMZZ: Loaded 6 optimal features with 56.83% confidence from JSON config
[2025-12-03T21:02:33.300249] [DEBUG] [MAG       ] Building data for symbol: AMZZ with lookback: 0
[2025-12-03T21:02:33.301050] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:33.301434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:33.303156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:33.303688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:33.304097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:33.305003] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:33.305785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:33.306456] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:33.355089] [INFO ] [LOCAL     ] TNON: Saved forecast.
[2025-12-03T21:02:33.355163] [INFO ] [main      ] TNON: Signal=1 (Conf=80.0%), Magnitude=5.30% (Conf=48.7892%)
[2025-12-03T21:02:33.355316] [INFO ] [main      ] Fetching symbol history for ELC...
[2025-12-03T21:02:33.355358] [DEBUG] [REMOTE    ] ELC: Fetching historical data.
[2025-12-03T21:02:33.355819] [INFO ] [main      ] Progress: 623/965 forecasts completed (64.6%). TNON finished in 0.7s. ETA: 57.0s. Rate: 360.07 forecasts/min
[2025-12-03T21:02:33.367175] [DEBUG] [REMOTE    ] ELC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:33.368059] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 7 features, N/A% accuracy
[2025-12-03T21:02:33.368117] [INFO ] [LOCAL     ] ELC: Loaded 7 optimal features with 48.27% confidence from JSON config
[2025-12-03T21:02:33.368148] [DEBUG] [MAG       ] Building data for symbol: ELC with lookback: 0
[2025-12-03T21:02:33.368924] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:33.368982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:33.373780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:33.374568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:33.376950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:33.378604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:33.426883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:33.428914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:33.429975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:33.430326] [DEBUG] [MAG       ] SKIL: Last date is validated at 2025-12-03
[2025-12-03T21:02:33.442673] [DEBUG] [MAG       ] SSTI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:33.516440] [INFO ] [LOCAL     ] SSTI: Saved forecast.
[2025-12-03T21:02:33.516510] [INFO ] [main      ] SSTI: Signal=1 (Conf=80.0%), Magnitude=-0.28% (Conf=55.9891%)
[2025-12-03T21:02:33.516678] [INFO ] [main      ] Fetching symbol history for DVA...
[2025-12-03T21:02:33.516721] [DEBUG] [REMOTE    ] DVA: Fetching historical data.
[2025-12-03T21:02:33.517823] [INFO ] [main      ] Progress: 624/965 forecasts completed (64.7%). SSTI finished in 0.6s. ETA: 56.8s. Rate: 360.09 forecasts/min
[2025-12-03T21:02:33.528389] [DEBUG] [REMOTE    ] DVA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:33.529300] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 4 features, N/A% accuracy
[2025-12-03T21:02:33.529359] [INFO ] [LOCAL     ] DVA: Loaded 4 optimal features with 75.42% confidence from JSON config
[2025-12-03T21:02:33.529390] [DEBUG] [MAG       ] Building data for symbol: DVA with lookback: 0
[2025-12-03T21:02:33.530200] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:33.530272] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:33.530998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:33.533349] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:33.536142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:33.536896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:33.603987] [DEBUG] [MAG       ] SKIL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:33.641443] [DEBUG] [MAG       ] AMZZ: Last date is validated at 2025-12-03
[2025-12-03T21:02:33.689697] [INFO ] [LOCAL     ] SKIL: Saved forecast.
[2025-12-03T21:02:33.689768] [INFO ] [main      ] SKIL: Signal=1 (Conf=80.0%), Magnitude=14.11% (Conf=60.2772%)
[2025-12-03T21:02:33.690105] [INFO ] [main      ] Fetching symbol history for DMXF...
[2025-12-03T21:02:33.690164] [DEBUG] [REMOTE    ] DMXF: Fetching historical data.
[2025-12-03T21:02:33.690665] [INFO ] [main      ] Progress: 625/965 forecasts completed (64.8%). SKIL finished in 0.6s. ETA: 56.7s. Rate: 360.07 forecasts/min
[2025-12-03T21:02:33.701046] [DEBUG] [REMOTE    ] DMXF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:33.702142] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 5 features, N/A% accuracy
[2025-12-03T21:02:33.702193] [INFO ] [LOCAL     ] DMXF: Loaded 5 optimal features with 55.89% confidence from JSON config
[2025-12-03T21:02:33.702224] [DEBUG] [MAG       ] Building data for symbol: DMXF with lookback: 0
[2025-12-03T21:02:33.702997] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:33.703057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:33.705396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:33.778621] [DEBUG] [MAG       ] ELC: Last date is validated at 2025-12-03
[2025-12-03T21:02:33.808306] [DEBUG] [MAG       ] AMZZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:33.814002] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:33.876848] [DEBUG] [MAG       ] DVA: Last date is validated at 2025-12-03
[2025-12-03T21:02:33.890116] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:33.890974] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:33.891744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:33.901030] [INFO ] [LOCAL     ] AMZZ: Saved forecast.
[2025-12-03T21:02:33.901095] [INFO ] [main      ] AMZZ: Signal=1 (Conf=80.0%), Magnitude=-2.41% (Conf=56.8261%)
[2025-12-03T21:02:33.901258] [INFO ] [main      ] Fetching symbol history for LNTH...
[2025-12-03T21:02:33.901300] [DEBUG] [REMOTE    ] LNTH: Fetching historical data.
[2025-12-03T21:02:33.902658] [INFO ] [main      ] Progress: 626/965 forecasts completed (64.9%). AMZZ finished in 0.6s. ETA: 56.5s. Rate: 359.91 forecasts/min
[2025-12-03T21:02:33.913312] [DEBUG] [REMOTE    ] LNTH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:33.914191] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 0 features, N/A% accuracy
[2025-12-03T21:02:33.914239] [INFO ] [LOCAL     ] LNTH: Loaded 0 optimal features with 45.44% confidence from JSON config
[2025-12-03T21:02:33.914270] [DEBUG] [MAG       ] Building data for symbol: LNTH with lookback: 0
[2025-12-03T21:02:33.915052] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:02:33.950234] [DEBUG] [MAG       ] ELC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:34.011873] [INFO ] [LOCAL     ] ELC: Saved forecast.
[2025-12-03T21:02:34.011939] [INFO ] [main      ] ELC: Signal=1 (Conf=80.0%), Magnitude=0.17% (Conf=48.2696%)
[2025-12-03T21:02:34.012298] [INFO ] [main      ] Fetching symbol history for BVN...
[2025-12-03T21:02:34.012350] [DEBUG] [REMOTE    ] BVN: Fetching historical data.
[2025-12-03T21:02:34.012620] [INFO ] [main      ] Progress: 627/965 forecasts completed (65.0%). ELC finished in 0.7s. ETA: 56.3s. Rate: 360.11 forecasts/min
[2025-12-03T21:02:34.023803] [DEBUG] [REMOTE    ] BVN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:34.024833] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 5 features, N/A% accuracy
[2025-12-03T21:02:34.024884] [INFO ] [LOCAL     ] BVN: Loaded 5 optimal features with 54.17% confidence from JSON config
[2025-12-03T21:02:34.024915] [DEBUG] [MAG       ] Building data for symbol: BVN with lookback: 0
[2025-12-03T21:02:34.025680] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:34.025740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:34.030684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:34.032507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:34.033000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:34.035911] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:34.037089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:34.049966] [DEBUG] [MAG       ] DVA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:34.159097] [INFO ] [LOCAL     ] DVA: Saved forecast.
[2025-12-03T21:02:34.159168] [INFO ] [main      ] DVA: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=75.4247%)
[2025-12-03T21:02:34.159339] [INFO ] [main      ] Fetching symbol history for THS...
[2025-12-03T21:02:34.159389] [DEBUG] [REMOTE    ] THS: Fetching historical data.
[2025-12-03T21:02:34.160064] [INFO ] [main      ] Progress: 628/965 forecasts completed (65.1%). DVA finished in 0.6s. ETA: 56.1s. Rate: 360.17 forecasts/min
[2025-12-03T21:02:34.170691] [DEBUG] [REMOTE    ] THS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:34.171533] [DEBUG] [LOCAL     ] Loaded configuration for THS: 7 features, N/A% accuracy
[2025-12-03T21:02:34.171610] [INFO ] [LOCAL     ] THS: Loaded 7 optimal features with 47.49% confidence from JSON config
[2025-12-03T21:02:34.171643] [DEBUG] [MAG       ] Building data for symbol: THS with lookback: 0
[2025-12-03T21:02:34.172396] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:34.172458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:34.177184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:34.179027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:34.179514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:34.227698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:34.229988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:34.231100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:34.231752] [DEBUG] [MAG       ] DMXF: Last date is validated at 2025-12-03
[2025-12-03T21:02:34.233123] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:34.248644] [DEBUG] [MAG       ] LNTH: Last date is validated at 2025-12-03
[2025-12-03T21:02:34.377465] [DEBUG] [MAG       ] BVN: Last date is validated at 2025-12-03
[2025-12-03T21:02:34.404956] [DEBUG] [MAG       ] DMXF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:34.414015] [DEBUG] [MAG       ] LNTH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:34.484975] [INFO ] [LOCAL     ] DMXF: Saved forecast.
[2025-12-03T21:02:34.485040] [INFO ] [main      ] DMXF: Signal=1 (Conf=80.0%), Magnitude=1.48% (Conf=55.8949%)
[2025-12-03T21:02:34.485381] [INFO ] [main      ] Fetching symbol history for NFTY...
[2025-12-03T21:02:34.485429] [DEBUG] [REMOTE    ] NFTY: Fetching historical data.
[2025-12-03T21:02:34.485652] [INFO ] [main      ] Progress: 629/965 forecasts completed (65.2%). DMXF finished in 0.8s. ETA: 56.1s. Rate: 359.63 forecasts/min
[2025-12-03T21:02:34.496226] [DEBUG] [REMOTE    ] NFTY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:34.497166] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, N/A% accuracy
[2025-12-03T21:02:34.497215] [INFO ] [LOCAL     ] NFTY: Loaded 3 optimal features with 49.20% confidence from JSON config
[2025-12-03T21:02:34.497246] [DEBUG] [MAG       ] Building data for symbol: NFTY with lookback: 0
[2025-12-03T21:02:34.498026] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:34.498106] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:34.498837] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:34.499728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:34.500859] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:34.525362] [INFO ] [LOCAL     ] LNTH: Saved forecast.
[2025-12-03T21:02:34.525427] [INFO ] [main      ] LNTH: Signal=1 (Conf=80.0%), Magnitude=6.45% (Conf=45.4373%)
[2025-12-03T21:02:34.525593] [INFO ] [main      ] Fetching symbol history for PID...
[2025-12-03T21:02:34.525636] [DEBUG] [REMOTE    ] PID: Fetching historical data.
[2025-12-03T21:02:34.526646] [INFO ] [main      ] Progress: 630/965 forecasts completed (65.3%). LNTH finished in 0.6s. ETA: 55.8s. Rate: 360.06 forecasts/min
[2025-12-03T21:02:34.537153] [DEBUG] [REMOTE    ] PID: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:34.538114] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, N/A% accuracy
[2025-12-03T21:02:34.538177] [INFO ] [LOCAL     ] PID: Loaded 2 optimal features with 53.03% confidence from JSON config
[2025-12-03T21:02:34.538213] [DEBUG] [MAG       ] Building data for symbol: PID with lookback: 0
[2025-12-03T21:02:34.539027] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:34.539084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:34.543793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:34.544438] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:34.546389] [DEBUG] [MAG       ] BVN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:34.568033] [DEBUG] [MAG       ] THS: Last date is validated at 2025-12-03
[2025-12-03T21:02:34.620234] [INFO ] [LOCAL     ] BVN: Saved forecast.
[2025-12-03T21:02:34.620308] [INFO ] [main      ] BVN: Signal=1 (Conf=80.0%), Magnitude=-3.95% (Conf=54.1743%)
[2025-12-03T21:02:34.620667] [INFO ] [main      ] Fetching symbol history for GERN...
[2025-12-03T21:02:34.620717] [DEBUG] [REMOTE    ] GERN: Fetching historical data.
[2025-12-03T21:02:34.621624] [INFO ] [main      ] Progress: 631/965 forecasts completed (65.4%). BVN finished in 0.6s. ETA: 55.6s. Rate: 360.30 forecasts/min
[2025-12-03T21:02:34.632709] [DEBUG] [REMOTE    ] GERN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:34.633632] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 8 features, N/A% accuracy
[2025-12-03T21:02:34.633682] [INFO ] [LOCAL     ] GERN: Loaded 8 optimal features with 40.23% confidence from JSON config
[2025-12-03T21:02:34.633713] [DEBUG] [MAG       ] Building data for symbol: GERN with lookback: 0
[2025-12-03T21:02:34.634473] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:34.634533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:34.639341] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:34.641181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:34.641671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:34.642101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:34.642498] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:34.644949] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:34.650082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:34.651067] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:34.739103] [DEBUG] [MAG       ] THS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:34.829819] [INFO ] [LOCAL     ] THS: Saved forecast.
[2025-12-03T21:02:34.829884] [INFO ] [main      ] THS: Signal=1 (Conf=80.0%), Magnitude=0.96% (Conf=47.4941%)
[2025-12-03T21:02:34.830247] [INFO ] [main      ] Progress: 632/965 forecasts completed (65.5%). THS finished in 0.7s. ETA: 55.5s. Rate: 360.16 forecasts/min
[2025-12-03T21:02:34.830376] [INFO ] [main      ] Fetching symbol history for GLPI...
[2025-12-03T21:02:34.830417] [DEBUG] [REMOTE    ] GLPI: Fetching historical data.
[2025-12-03T21:02:34.839713] [DEBUG] [MAG       ] NFTY: Last date is validated at 2025-12-03
[2025-12-03T21:02:34.841654] [DEBUG] [REMOTE    ] GLPI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:34.842746] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, N/A% accuracy
[2025-12-03T21:02:34.842798] [INFO ] [LOCAL     ] GLPI: Loaded 4 optimal features with 59.24% confidence from JSON config
[2025-12-03T21:02:34.842829] [DEBUG] [MAG       ] Building data for symbol: GLPI with lookback: 0
[2025-12-03T21:02:34.843613] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:34.843672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:34.844375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:34.846685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:34.876829] [DEBUG] [MAG       ] PID: Last date is validated at 2025-12-03
[2025-12-03T21:02:34.952966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:34.954206] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:34.992601] [DEBUG] [MAG       ] GERN: Last date is validated at 2025-12-03
[2025-12-03T21:02:35.006698] [DEBUG] [MAG       ] NFTY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:35.044975] [DEBUG] [MAG       ] PID: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:35.077183] [INFO ] [LOCAL     ] NFTY: Saved forecast.
[2025-12-03T21:02:35.077253] [INFO ] [main      ] NFTY: Signal=1 (Conf=80.0%), Magnitude=-0.80% (Conf=49.2034%)
[2025-12-03T21:02:35.077602] [INFO ] [main      ] Fetching symbol history for OZK...
[2025-12-03T21:02:35.077653] [DEBUG] [REMOTE    ] OZK: Fetching historical data.
[2025-12-03T21:02:35.078651] [INFO ] [main      ] Progress: 633/965 forecasts completed (65.6%). NFTY finished in 0.6s. ETA: 55.4s. Rate: 359.88 forecasts/min
[2025-12-03T21:02:35.089090] [DEBUG] [REMOTE    ] OZK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:35.090373] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 4 features, N/A% accuracy
[2025-12-03T21:02:35.090426] [INFO ] [LOCAL     ] OZK: Loaded 4 optimal features with 53.46% confidence from JSON config
[2025-12-03T21:02:35.090467] [DEBUG] [MAG       ] Building data for symbol: OZK with lookback: 0
[2025-12-03T21:02:35.091269] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:35.091328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:35.096129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:35.096987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:35.102125] [INFO ] [LOCAL     ] PID: Saved forecast.
[2025-12-03T21:02:35.102191] [INFO ] [main      ] PID: Signal=1 (Conf=80.0%), Magnitude=-0.13% (Conf=53.03%)
[2025-12-03T21:02:35.102346] [INFO ] [main      ] Fetching symbol history for INDY...
[2025-12-03T21:02:35.102390] [DEBUG] [REMOTE    ] INDY: Fetching historical data.
[2025-12-03T21:02:35.103630] [INFO ] [main      ] Progress: 634/965 forecasts completed (65.7%). PID finished in 0.6s. ETA: 55.1s. Rate: 360.36 forecasts/min
[2025-12-03T21:02:35.114201] [DEBUG] [REMOTE    ] INDY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:35.115303] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, N/A% accuracy
[2025-12-03T21:02:35.115358] [INFO ] [LOCAL     ] INDY: Loaded 3 optimal features with 63.45% confidence from JSON config
[2025-12-03T21:02:35.115387] [DEBUG] [MAG       ] Building data for symbol: INDY with lookback: 0
[2025-12-03T21:02:35.116169] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:35.116231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:35.121049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:35.123780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:35.126518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:35.136894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:35.160619] [DEBUG] [MAG       ] GERN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:35.187409] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:35.220198] [INFO ] [LOCAL     ] GERN: Saved forecast.
[2025-12-03T21:02:35.220272] [INFO ] [main      ] GERN: Signal=1 (Conf=80.0%), Magnitude=-0.62% (Conf=40.2312%)
[2025-12-03T21:02:35.220635] [INFO ] [main      ] Fetching symbol history for ICLN...
[2025-12-03T21:02:35.220685] [DEBUG] [REMOTE    ] ICLN: Fetching historical data.
[2025-12-03T21:02:35.220647] [INFO ] [main      ] Progress: 635/965 forecasts completed (65.8%). GERN finished in 0.6s. ETA: 54.9s. Rate: 360.53 forecasts/min
[2025-12-03T21:02:35.232015] [DEBUG] [REMOTE    ] ICLN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:35.233154] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 5 features, N/A% accuracy
[2025-12-03T21:02:35.233204] [INFO ] [LOCAL     ] ICLN: Loaded 5 optimal features with 53.10% confidence from JSON config
[2025-12-03T21:02:35.233235] [DEBUG] [MAG       ] Building data for symbol: ICLN with lookback: 0
[2025-12-03T21:02:35.234024] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:35.234083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:35.235759] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:35.236248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:35.236700] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:35.237077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:35.238450] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:35.285663] [DEBUG] [MAG       ] GLPI: Last date is validated at 2025-12-03
[2025-12-03T21:02:35.450668] [DEBUG] [MAG       ] GLPI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:35.459384] [DEBUG] [MAG       ] INDY: Last date is validated at 2025-12-03
[2025-12-03T21:02:35.523507] [INFO ] [LOCAL     ] GLPI: Saved forecast.
[2025-12-03T21:02:35.523590] [INFO ] [main      ] GLPI: Signal=1 (Conf=80.0%), Magnitude=0.43% (Conf=59.2433%)
[2025-12-03T21:02:35.523745] [INFO ] [main      ] Fetching symbol history for BLRX...
[2025-12-03T21:02:35.523787] [DEBUG] [REMOTE    ] BLRX: Fetching historical data.
[2025-12-03T21:02:35.524900] [INFO ] [main      ] Progress: 636/965 forecasts completed (65.9%). GLPI finished in 0.7s. ETA: 54.8s. Rate: 360.06 forecasts/min
[2025-12-03T21:02:35.531886] [DEBUG] [MAG       ] OZK: Last date is validated at 2025-12-03
[2025-12-03T21:02:35.534805] [DEBUG] [REMOTE    ] BLRX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:35.535904] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 10 features, N/A% accuracy
[2025-12-03T21:02:35.535956] [INFO ] [LOCAL     ] BLRX: Loaded 10 optimal features with 47.40% confidence from JSON config
[2025-12-03T21:02:35.535986] [DEBUG] [MAG       ] Building data for symbol: BLRX with lookback: 0
[2025-12-03T21:02:35.536765] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:02:35.536828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:35.541558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:35.543347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:35.543821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:35.544244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:35.544636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:35.575326] [DEBUG] [MAG       ] ICLN: Last date is validated at 2025-12-03
[2025-12-03T21:02:35.626278] [DEBUG] [MAG       ] INDY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:35.652372] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:35.700668] [INFO ] [LOCAL     ] INDY: Saved forecast.
[2025-12-03T21:02:35.700733] [INFO ] [main      ] INDY: Signal=1 (Conf=80.0%), Magnitude=-1.78% (Conf=63.4522%)
[2025-12-03T21:02:35.700884] [INFO ] [main      ] Fetching symbol history for TSEM...
[2025-12-03T21:02:35.700925] [DEBUG] [REMOTE    ] TSEM: Fetching historical data.
[2025-12-03T21:02:35.702671] [INFO ] [main      ] Progress: 637/965 forecasts completed (66.0%). INDY finished in 0.6s. ETA: 54.7s. Rate: 360.03 forecasts/min
[2025-12-03T21:02:35.706245] [DEBUG] [MAG       ] OZK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:35.711974] [DEBUG] [REMOTE    ] TSEM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:35.713103] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 4 features, N/A% accuracy
[2025-12-03T21:02:35.713155] [INFO ] [LOCAL     ] TSEM: Loaded 4 optimal features with 45.98% confidence from JSON config
[2025-12-03T21:02:35.713185] [DEBUG] [MAG       ] Building data for symbol: TSEM with lookback: 0
[2025-12-03T21:02:35.713958] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:35.714015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:35.715677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:35.716168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:35.717045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:35.718015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:35.728912] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:35.729674] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:35.732469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:35.733234] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:35.745595] [DEBUG] [MAG       ] ICLN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:35.798395] [INFO ] [LOCAL     ] OZK: Saved forecast.
[2025-12-03T21:02:35.798462] [INFO ] [main      ] OZK: Signal=1 (Conf=80.0%), Magnitude=-0.29% (Conf=53.4627%)
[2025-12-03T21:02:35.798819] [INFO ] [main      ] Fetching symbol history for NUVB...
[2025-12-03T21:02:35.798870] [DEBUG] [REMOTE    ] NUVB: Fetching historical data.
[2025-12-03T21:02:35.799648] [INFO ] [main      ] Progress: 638/965 forecasts completed (66.1%). OZK finished in 0.7s. ETA: 54.5s. Rate: 360.26 forecasts/min
[2025-12-03T21:02:35.808638] [INFO ] [LOCAL     ] ICLN: Saved forecast.
[2025-12-03T21:02:35.808706] [INFO ] [main      ] ICLN: Signal=1 (Conf=80.0%), Magnitude=-1.92% (Conf=53.0998%)
[2025-12-03T21:02:35.809063] [INFO ] [main      ] Fetching symbol history for HD...
[2025-12-03T21:02:35.809113] [DEBUG] [REMOTE    ] HD: Fetching historical data.
[2025-12-03T21:02:35.809623] [INFO ] [main      ] Progress: 639/965 forecasts completed (66.2%). ICLN finished in 0.6s. ETA: 54.2s. Rate: 360.79 forecasts/min
[2025-12-03T21:02:35.810159] [DEBUG] [REMOTE    ] NUVB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:35.811399] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 4 features, N/A% accuracy
[2025-12-03T21:02:35.811450] [INFO ] [LOCAL     ] NUVB: Loaded 4 optimal features with 57.21% confidence from JSON config
[2025-12-03T21:02:35.811481] [DEBUG] [MAG       ] Building data for symbol: NUVB with lookback: 0
[2025-12-03T21:02:35.812261] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:35.812337] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:35.814016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:35.814511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:35.816878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:35.821879] [DEBUG] [REMOTE    ] HD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:35.822606] [DEBUG] [LOCAL     ] Loaded configuration for HD: 6 features, N/A% accuracy
[2025-12-03T21:02:35.822657] [INFO ] [LOCAL     ] HD: Loaded 6 optimal features with 62.38% confidence from JSON config
[2025-12-03T21:02:35.822687] [DEBUG] [MAG       ] Building data for symbol: HD with lookback: 0
[2025-12-03T21:02:35.823428] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:35.823488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:35.828255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:35.829257] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:35.831780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:35.832998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:35.833649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:35.835137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:35.927458] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:36.053106] [DEBUG] [MAG       ] TSEM: Last date is validated at 2025-12-03
[2025-12-03T21:02:36.067926] [DEBUG] [MAG       ] BLRX: Last date is validated at 2025-12-03
[2025-12-03T21:02:36.174294] [DEBUG] [MAG       ] HD: Last date is validated at 2025-12-03
[2025-12-03T21:02:36.225428] [DEBUG] [MAG       ] TSEM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:36.234417] [DEBUG] [MAG       ] BLRX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:36.267852] [DEBUG] [MAG       ] NUVB: Last date is validated at 2025-12-03
[2025-12-03T21:02:36.327468] [INFO ] [LOCAL     ] BLRX: Saved forecast.
[2025-12-03T21:02:36.327544] [INFO ] [main      ] BLRX: Signal=1 (Conf=80.0%), Magnitude=2.19% (Conf=47.4037%)
[2025-12-03T21:02:36.327924] [INFO ] [main      ] Progress: 640/965 forecasts completed (66.3%). BLRX finished in 0.8s. ETA: 54.2s. Rate: 359.60 forecasts/min
[2025-12-03T21:02:36.328096] [INFO ] [main      ] Fetching symbol history for CGNX...
[2025-12-03T21:02:36.328144] [DEBUG] [REMOTE    ] CGNX: Fetching historical data.
[2025-12-03T21:02:36.339838] [DEBUG] [REMOTE    ] CGNX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:36.340127] [INFO ] [LOCAL     ] TSEM: Saved forecast.
[2025-12-03T21:02:36.340185] [INFO ] [main      ] TSEM: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=45.9802%)
[2025-12-03T21:02:36.340346] [INFO ] [main      ] Fetching symbol history for REZI...
[2025-12-03T21:02:36.340387] [DEBUG] [REMOTE    ] REZI: Fetching historical data.
[2025-12-03T21:02:36.340570] [INFO ] [main      ] Progress: 641/965 forecasts completed (66.4%). TSEM finished in 0.6s. ETA: 54.0s. Rate: 360.12 forecasts/min
[2025-12-03T21:02:36.341499] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 1 features, N/A% accuracy
[2025-12-03T21:02:36.341556] [INFO ] [LOCAL     ] CGNX: Loaded 1 optimal features with 61.71% confidence from JSON config
[2025-12-03T21:02:36.341612] [DEBUG] [MAG       ] Building data for symbol: CGNX with lookback: 0
[2025-12-03T21:02:36.342530] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:36.342622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:36.344494] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:36.344964] [DEBUG] [MAG       ] HD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:36.352725] [DEBUG] [REMOTE    ] REZI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:36.353771] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 11 features, N/A% accuracy
[2025-12-03T21:02:36.353826] [INFO ] [LOCAL     ] REZI: Loaded 11 optimal features with 41.33% confidence from JSON config
[2025-12-03T21:02:36.353858] [DEBUG] [MAG       ] Building data for symbol: REZI with lookback: 0
[2025-12-03T21:02:36.354674] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:02:36.354739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:36.356544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:36.357099] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:36.357488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:36.360448] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:36.362978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:36.441942] [DEBUG] [MAG       ] NUVB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:36.477288] [INFO ] [LOCAL     ] HD: Saved forecast.
[2025-12-03T21:02:36.477352] [INFO ] [main      ] HD: Signal=1 (Conf=80.0%), Magnitude=1.20% (Conf=62.3761%)
[2025-12-03T21:02:36.477618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:36.477694] [INFO ] [main      ] Fetching symbol history for NVX...
[2025-12-03T21:02:36.477745] [DEBUG] [REMOTE    ] NVX: Fetching historical data.
[2025-12-03T21:02:36.478667] [INFO ] [main      ] Progress: 642/965 forecasts completed (66.5%). HD finished in 0.7s. ETA: 53.8s. Rate: 360.22 forecasts/min
[2025-12-03T21:02:36.490846] [DEBUG] [REMOTE    ] NVX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:36.491927] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 4 features, N/A% accuracy
[2025-12-03T21:02:36.491978] [INFO ] [LOCAL     ] NVX: Loaded 4 optimal features with 48.78% confidence from JSON config
[2025-12-03T21:02:36.492009] [DEBUG] [MAG       ] Building data for symbol: NVX with lookback: 0
[2025-12-03T21:02:36.492780] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:36.492850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:36.497589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:36.500097] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:36.502132] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:36.502917] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:36.514228] [INFO ] [LOCAL     ] NUVB: Saved forecast.
[2025-12-03T21:02:36.514293] [INFO ] [main      ] NUVB: Signal=1 (Conf=80.0%), Magnitude=-6.19% (Conf=57.2119%)
[2025-12-03T21:02:36.514677] [INFO ] [main      ] Fetching symbol history for GYRE...
[2025-12-03T21:02:36.514727] [DEBUG] [REMOTE    ] GYRE: Fetching historical data.
[2025-12-03T21:02:36.515636] [INFO ] [main      ] Progress: 643/965 forecasts completed (66.6%). NUVB finished in 0.7s. ETA: 53.6s. Rate: 360.66 forecasts/min
[2025-12-03T21:02:36.526040] [DEBUG] [REMOTE    ] GYRE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:36.526840] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 7 features, N/A% accuracy
[2025-12-03T21:02:36.526891] [INFO ] [LOCAL     ] GYRE: Loaded 7 optimal features with 35.53% confidence from JSON config
[2025-12-03T21:02:36.526921] [DEBUG] [MAG       ] Building data for symbol: GYRE with lookback: 0
[2025-12-03T21:02:36.527729] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:36.527793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:36.529544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:36.529746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:36.530078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:36.530463] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:36.531218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:36.531940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:36.532553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:36.551390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:36.581902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:36.583363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:36.584389] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:36.585827] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:36.690286] [DEBUG] [MAG       ] CGNX: Last date is validated at 2025-12-03
[2025-12-03T21:02:36.850017] [DEBUG] [MAG       ] NVX: Last date is validated at 2025-12-03
[2025-12-03T21:02:36.863877] [DEBUG] [MAG       ] CGNX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:36.898302] [DEBUG] [MAG       ] REZI: Last date is validated at 2025-12-03
[2025-12-03T21:02:36.921062] [DEBUG] [MAG       ] GYRE: Last date is validated at 2025-12-03
[2025-12-03T21:02:36.945742] [INFO ] [LOCAL     ] CGNX: Saved forecast.
[2025-12-03T21:02:36.945807] [INFO ] [main      ] CGNX: Signal=1 (Conf=80.0%), Magnitude=-4.39% (Conf=61.7082%)
[2025-12-03T21:02:36.946165] [INFO ] [main      ] Progress: 644/965 forecasts completed (66.7%). CGNX finished in 0.6s. ETA: 53.5s. Rate: 359.77 forecasts/min
[2025-12-03T21:02:36.946306] [INFO ] [main      ] Fetching symbol history for JANX...
[2025-12-03T21:02:36.946358] [DEBUG] [REMOTE    ] JANX: Fetching historical data.
[2025-12-03T21:02:36.957772] [DEBUG] [REMOTE    ] JANX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:36.958849] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 4 features, N/A% accuracy
[2025-12-03T21:02:36.958906] [INFO ] [LOCAL     ] JANX: Loaded 4 optimal features with 64.91% confidence from JSON config
[2025-12-03T21:02:36.958959] [DEBUG] [MAG       ] Building data for symbol: JANX with lookback: 0
[2025-12-03T21:02:36.959783] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:36.959857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:36.960628] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:37.010128] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:37.013090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:37.013915] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:37.021398] [DEBUG] [MAG       ] NVX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:37.072157] [DEBUG] [MAG       ] REZI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:37.084431] [INFO ] [LOCAL     ] NVX: Saved forecast.
[2025-12-03T21:02:37.084495] [INFO ] [main      ] NVX: Signal=1 (Conf=80.0%), Magnitude=1.56% (Conf=48.7778%)
[2025-12-03T21:02:37.084855] [INFO ] [main      ] Fetching symbol history for HWC...
[2025-12-03T21:02:37.084905] [DEBUG] [REMOTE    ] HWC: Fetching historical data.
[2025-12-03T21:02:37.085662] [INFO ] [main      ] Progress: 645/965 forecasts completed (66.8%). NVX finished in 0.6s. ETA: 53.4s. Rate: 359.86 forecasts/min
[2025-12-03T21:02:37.090395] [DEBUG] [MAG       ] GYRE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:37.096217] [DEBUG] [REMOTE    ] HWC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:37.097406] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 8 features, N/A% accuracy
[2025-12-03T21:02:37.097458] [INFO ] [LOCAL     ] HWC: Loaded 8 optimal features with 50.45% confidence from JSON config
[2025-12-03T21:02:37.097488] [DEBUG] [MAG       ] Building data for symbol: HWC with lookback: 0
[2025-12-03T21:02:37.098325] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:37.098388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:37.103424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:37.105307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:37.105802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:37.106302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:37.106747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:37.107503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:37.109095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:37.110058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:37.163935] [INFO ] [LOCAL     ] GYRE: Saved forecast.
[2025-12-03T21:02:37.163999] [INFO ] [main      ] GYRE: Signal=1 (Conf=80.0%), Magnitude=1.12% (Conf=35.5275%)
[2025-12-03T21:02:37.164342] [INFO ] [main      ] Fetching symbol history for NUKK...
[2025-12-03T21:02:37.164392] [DEBUG] [REMOTE    ] NUKK: Fetching historical data.
[2025-12-03T21:02:37.165648] [INFO ] [main      ] Progress: 646/965 forecasts completed (66.9%). GYRE finished in 0.6s. ETA: 53.1s. Rate: 360.15 forecasts/min
[2025-12-03T21:02:37.174592] [INFO ] [LOCAL     ] REZI: Saved forecast.
[2025-12-03T21:02:37.174658] [INFO ] [main      ] REZI: Signal=1 (Conf=80.0%), Magnitude=-0.12% (Conf=41.3326%)
[2025-12-03T21:02:37.175002] [INFO ] [main      ] Fetching symbol history for QQQE...
[2025-12-03T21:02:37.175050] [DEBUG] [REMOTE    ] QQQE: Fetching historical data.
[2025-12-03T21:02:37.175597] [DEBUG] [REMOTE    ] NUKK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:37.175628] [INFO ] [main      ] Progress: 647/965 forecasts completed (67.0%). REZI finished in 0.8s. ETA: 52.9s. Rate: 360.67 forecasts/min
[2025-12-03T21:02:37.176606] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 8 features, N/A% accuracy
[2025-12-03T21:02:37.177254] [INFO ] [LOCAL     ] NUKK: Loaded 8 optimal features with 50.72% confidence from JSON config
[2025-12-03T21:02:37.177305] [DEBUG] [MAG       ] Building data for symbol: NUKK with lookback: 0
[2025-12-03T21:02:37.178118] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:37.178179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:37.179923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:37.180417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:37.180825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:37.183184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:37.184798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:37.186556] [DEBUG] [REMOTE    ] QQQE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:37.187652] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 10 features, N/A% accuracy
[2025-12-03T21:02:37.187702] [INFO ] [LOCAL     ] QQQE: Loaded 10 optimal features with 68.54% confidence from JSON config
[2025-12-03T21:02:37.187732] [DEBUG] [MAG       ] Building data for symbol: QQQE with lookback: 0
[2025-12-03T21:02:37.188506] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:02:37.188567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:37.193298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:37.195039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:37.195551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:37.195992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:37.196363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:37.197095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:37.197888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:37.198893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:37.200373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:37.201050] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:37.223430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:37.225589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:37.226315] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:37.361362] [DEBUG] [MAG       ] JANX: Last date is validated at 2025-12-03
[2025-12-03T21:02:37.456470] [DEBUG] [MAG       ] HWC: Last date is validated at 2025-12-03
[2025-12-03T21:02:37.528360] [DEBUG] [MAG       ] JANX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:37.542748] [DEBUG] [MAG       ] QQQE: Last date is validated at 2025-12-03
[2025-12-03T21:02:37.560116] [DEBUG] [MAG       ] NUKK: Last date is validated at 2025-12-03
[2025-12-03T21:02:37.621854] [DEBUG] [MAG       ] HWC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:37.651131] [INFO ] [LOCAL     ] JANX: Saved forecast.
[2025-12-03T21:02:37.651196] [INFO ] [main      ] JANX: Signal=1 (Conf=80.0%), Magnitude=-15.09% (Conf=64.9069%)
[2025-12-03T21:02:37.651663] [INFO ] [main      ] Fetching symbol history for TDY...
[2025-12-03T21:02:37.651565] [INFO ] [main      ] Progress: 648/965 forecasts completed (67.2%). JANX finished in 0.7s. ETA: 52.9s. Rate: 359.64 forecasts/min
[2025-12-03T21:02:37.651710] [DEBUG] [REMOTE    ] TDY: Fetching historical data.
[2025-12-03T21:02:37.663219] [DEBUG] [REMOTE    ] TDY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:37.664312] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 9 features, N/A% accuracy
[2025-12-03T21:02:37.664364] [INFO ] [LOCAL     ] TDY: Loaded 9 optimal features with 63.42% confidence from JSON config
[2025-12-03T21:02:37.664405] [DEBUG] [MAG       ] Building data for symbol: TDY with lookback: 0
[2025-12-03T21:02:37.665233] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:37.665297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:37.667017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:37.667538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:37.668010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:37.668439] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:37.669212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:37.670057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:37.671139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:37.672229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:02:37.675058] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:37.714927] [DEBUG] [MAG       ] QQQE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:37.717128] [INFO ] [LOCAL     ] HWC: Saved forecast.
[2025-12-03T21:02:37.717194] [INFO ] [main      ] HWC: Signal=1 (Conf=80.0%), Magnitude=2.11% (Conf=50.4468%)
[2025-12-03T21:02:37.717545] [INFO ] [main      ] Fetching symbol history for DARE...
[2025-12-03T21:02:37.717925] [DEBUG] [REMOTE    ] DARE: Fetching historical data.
[2025-12-03T21:02:37.718649] [INFO ] [main      ] Progress: 649/965 forecasts completed (67.3%). HWC finished in 0.6s. ETA: 52.7s. Rate: 359.97 forecasts/min
[2025-12-03T21:02:37.729080] [DEBUG] [REMOTE    ] DARE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:37.730040] [DEBUG] [MAG       ] NUKK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:37.730208] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 3 features, N/A% accuracy
[2025-12-03T21:02:37.730260] [INFO ] [LOCAL     ] DARE: Loaded 3 optimal features with 69.44% confidence from JSON config
[2025-12-03T21:02:37.730291] [DEBUG] [MAG       ] Building data for symbol: DARE with lookback: 0
[2025-12-03T21:02:37.731083] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:37.731141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:37.731861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:37.734471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:37.735236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:37.813469] [INFO ] [LOCAL     ] QQQE: Saved forecast.
[2025-12-03T21:02:37.813534] [INFO ] [main      ] QQQE: Signal=1 (Conf=80.0%), Magnitude=1.30% (Conf=68.5359%)
[2025-12-03T21:02:37.813703] [INFO ] [main      ] Fetching symbol history for FE...
[2025-12-03T21:02:37.813746] [DEBUG] [REMOTE    ] FE: Fetching historical data.
[2025-12-03T21:02:37.815675] [INFO ] [main      ] Progress: 650/965 forecasts completed (67.4%). QQQE finished in 0.6s. ETA: 52.5s. Rate: 360.20 forecasts/min
[2025-12-03T21:02:37.824722] [DEBUG] [REMOTE    ] FE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:37.825712] [DEBUG] [LOCAL     ] Loaded configuration for FE: 6 features, N/A% accuracy
[2025-12-03T21:02:37.825763] [INFO ] [LOCAL     ] FE: Loaded 6 optimal features with 73.37% confidence from JSON config
[2025-12-03T21:02:37.825793] [DEBUG] [MAG       ] Building data for symbol: FE with lookback: 0
[2025-12-03T21:02:37.826561] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:37.826643] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:37.828299] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:37.828803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:37.892041] [INFO ] [LOCAL     ] NUKK: Saved forecast.
[2025-12-03T21:02:37.892105] [INFO ] [main      ] NUKK: Signal=1 (Conf=80.0%), Magnitude=63.90% (Conf=50.7214%)
[2025-12-03T21:02:37.892456] [INFO ] [main      ] Fetching symbol history for HMY...
[2025-12-03T21:02:37.892504] [DEBUG] [REMOTE    ] HMY: Fetching historical data.
[2025-12-03T21:02:37.892655] [INFO ] [main      ] Progress: 651/965 forecasts completed (67.5%). NUKK finished in 0.7s. ETA: 52.3s. Rate: 360.50 forecasts/min
[2025-12-03T21:02:37.903751] [DEBUG] [REMOTE    ] HMY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:37.904662] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 4 features, N/A% accuracy
[2025-12-03T21:02:37.904713] [INFO ] [LOCAL     ] HMY: Loaded 4 optimal features with 57.42% confidence from JSON config
[2025-12-03T21:02:37.904744] [DEBUG] [MAG       ] Building data for symbol: HMY with lookback: 0
[2025-12-03T21:02:37.905499] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:37.905558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:37.907226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:37.907771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:37.908180] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:37.909964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:37.936770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:37.938737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:37.986041] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:37.986844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:38.022744] [DEBUG] [MAG       ] TDY: Last date is validated at 2025-12-03
[2025-12-03T21:02:38.069055] [DEBUG] [MAG       ] DARE: Last date is validated at 2025-12-03
[2025-12-03T21:02:38.196793] [DEBUG] [MAG       ] TDY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:38.233422] [DEBUG] [MAG       ] DARE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:38.243560] [DEBUG] [MAG       ] HMY: Last date is validated at 2025-12-03
[2025-12-03T21:02:38.289043] [INFO ] [LOCAL     ] DARE: Saved forecast.
[2025-12-03T21:02:38.289108] [INFO ] [main      ] DARE: Signal=1 (Conf=80.0%), Magnitude=-1.23% (Conf=69.4382%)
[2025-12-03T21:02:38.289457] [INFO ] [main      ] Fetching symbol history for PDEX...
[2025-12-03T21:02:38.289506] [DEBUG] [REMOTE    ] PDEX: Fetching historical data.
[2025-12-03T21:02:38.289509] [INFO ] [main      ] Progress: 652/965 forecasts completed (67.6%). DARE finished in 0.6s. ETA: 52.2s. Rate: 359.74 forecasts/min
[2025-12-03T21:02:38.300336] [DEBUG] [REMOTE    ] PDEX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:38.301282] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 7 features, N/A% accuracy
[2025-12-03T21:02:38.301337] [INFO ] [LOCAL     ] PDEX: Loaded 7 optimal features with 55.39% confidence from JSON config
[2025-12-03T21:02:38.301368] [DEBUG] [MAG       ] Building data for symbol: PDEX with lookback: 0
[2025-12-03T21:02:38.302151] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:38.302217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:38.306954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:38.308771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:38.309227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:38.309618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:38.321923] [DEBUG] [MAG       ] FE: Last date is validated at 2025-12-03
[2025-12-03T21:02:38.353819] [INFO ] [LOCAL     ] TDY: Saved forecast.
[2025-12-03T21:02:38.353891] [INFO ] [main      ] TDY: Signal=1 (Conf=80.0%), Magnitude=1.53% (Conf=63.4188%)
[2025-12-03T21:02:38.354259] [INFO ] [main      ] Progress: 653/965 forecasts completed (67.7%). TDY finished in 0.7s. ETA: 52.0s. Rate: 360.08 forecasts/min
[2025-12-03T21:02:38.354399] [INFO ] [main      ] Fetching symbol history for CLB...
[2025-12-03T21:02:38.354444] [DEBUG] [REMOTE    ] CLB: Fetching historical data.
[2025-12-03T21:02:38.365871] [DEBUG] [REMOTE    ] CLB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:38.366962] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 5 features, N/A% accuracy
[2025-12-03T21:02:38.367015] [INFO ] [LOCAL     ] CLB: Loaded 5 optimal features with 59.58% confidence from JSON config
[2025-12-03T21:02:38.367046] [DEBUG] [MAG       ] Building data for symbol: CLB with lookback: 0
[2025-12-03T21:02:38.367859] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:38.367920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:38.369696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:38.370190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:38.370570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:38.372987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:38.374364] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:38.411951] [DEBUG] [MAG       ] HMY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:38.417117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:38.419030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:38.421890] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:38.484108] [INFO ] [LOCAL     ] HMY: Saved forecast.
[2025-12-03T21:02:38.484176] [INFO ] [main      ] HMY: Signal=1 (Conf=80.0%), Magnitude=-3.46% (Conf=57.4183%)
[2025-12-03T21:02:38.484618] [INFO ] [main      ] Fetching symbol history for PNTG...
[2025-12-03T21:02:38.484669] [DEBUG] [REMOTE    ] PNTG: Fetching historical data.
[2025-12-03T21:02:38.484664] [INFO ] [main      ] Progress: 654/965 forecasts completed (67.8%). HMY finished in 0.6s. ETA: 51.8s. Rate: 360.20 forecasts/min
[2025-12-03T21:02:38.492082] [DEBUG] [MAG       ] FE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:38.495859] [DEBUG] [REMOTE    ] PNTG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:38.496911] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 1 features, N/A% accuracy
[2025-12-03T21:02:38.496963] [INFO ] [LOCAL     ] PNTG: Loaded 1 optimal features with 58.86% confidence from JSON config
[2025-12-03T21:02:38.496993] [DEBUG] [MAG       ] Building data for symbol: PNTG with lookback: 0
[2025-12-03T21:02:38.498149] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:38.498205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:38.502916] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:38.568872] [INFO ] [LOCAL     ] FE: Saved forecast.
[2025-12-03T21:02:38.568938] [INFO ] [main      ] FE: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=73.3665%)
[2025-12-03T21:02:38.569294] [INFO ] [main      ] Fetching symbol history for RRX...
[2025-12-03T21:02:38.569344] [DEBUG] [REMOTE    ] RRX: Fetching historical data.
[2025-12-03T21:02:38.570651] [INFO ] [main      ] Progress: 655/965 forecasts completed (67.9%). FE finished in 0.8s. ETA: 51.6s. Rate: 360.46 forecasts/min
[2025-12-03T21:02:38.581361] [DEBUG] [REMOTE    ] RRX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:38.582451] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 6 features, N/A% accuracy
[2025-12-03T21:02:38.582503] [INFO ] [LOCAL     ] RRX: Loaded 6 optimal features with 49.98% confidence from JSON config
[2025-12-03T21:02:38.582546] [DEBUG] [MAG       ] Building data for symbol: RRX with lookback: 0
[2025-12-03T21:02:38.583331] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:38.583393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:38.585080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:38.585598] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:38.585986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:38.586787] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:38.625524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:38.627089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:38.716811] [DEBUG] [MAG       ] CLB: Last date is validated at 2025-12-03
[2025-12-03T21:02:38.755597] [DEBUG] [MAG       ] PDEX: Last date is validated at 2025-12-03
[2025-12-03T21:02:38.843065] [DEBUG] [MAG       ] PNTG: Last date is validated at 2025-12-03
[2025-12-03T21:02:38.889142] [DEBUG] [MAG       ] CLB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:38.923062] [DEBUG] [MAG       ] PDEX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:38.966928] [INFO ] [LOCAL     ] CLB: Saved forecast.
[2025-12-03T21:02:38.966993] [INFO ] [main      ] CLB: Signal=1 (Conf=80.0%), Magnitude=-1.14% (Conf=59.5835%)
[2025-12-03T21:02:38.967148] [INFO ] [main      ] Fetching symbol history for NXP...
[2025-12-03T21:02:38.967189] [DEBUG] [REMOTE    ] NXP: Fetching historical data.
[2025-12-03T21:02:38.968557] [INFO ] [main      ] Progress: 656/965 forecasts completed (68.0%). CLB finished in 0.6s. ETA: 51.5s. Rate: 359.70 forecasts/min
[2025-12-03T21:02:38.967506] [DEBUG] [MAG       ] RRX: Last date is validated at 2025-12-03
[2025-12-03T21:02:38.979190] [DEBUG] [REMOTE    ] NXP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:38.980379] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 6 features, N/A% accuracy
[2025-12-03T21:02:38.980430] [INFO ] [LOCAL     ] NXP: Loaded 6 optimal features with 38.42% confidence from JSON config
[2025-12-03T21:02:38.980461] [DEBUG] [MAG       ] Building data for symbol: NXP with lookback: 0
[2025-12-03T21:02:38.981248] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:38.981311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:38.985988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:38.987732] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:38.988209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:38.990512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:39.010388] [DEBUG] [MAG       ] PNTG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:39.033200] [INFO ] [LOCAL     ] PDEX: Saved forecast.
[2025-12-03T21:02:39.033269] [INFO ] [main      ] PDEX: Signal=1 (Conf=80.0%), Magnitude=6.20% (Conf=55.3867%)
[2025-12-03T21:02:39.033620] [INFO ] [main      ] Fetching symbol history for AGMH...
[2025-12-03T21:02:39.033670] [DEBUG] [REMOTE    ] AGMH: Fetching historical data.
[2025-12-03T21:02:39.033645] [INFO ] [main      ] Progress: 657/965 forecasts completed (68.1%). PDEX finished in 0.7s. ETA: 51.3s. Rate: 360.03 forecasts/min
[2025-12-03T21:02:39.038462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:39.042627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:39.044918] [DEBUG] [REMOTE    ] AGMH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:39.045821] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 7 features, N/A% accuracy
[2025-12-03T21:02:39.045872] [INFO ] [LOCAL     ] AGMH: Loaded 7 optimal features with 24.32% confidence from JSON config
[2025-12-03T21:02:39.045914] [DEBUG] [MAG       ] Building data for symbol: AGMH with lookback: 0
[2025-12-03T21:02:39.046702] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:39.046764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:39.048466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:39.048985] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:39.049388] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:39.050614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:39.051940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:39.052936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:39.054975] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:39.084045] [INFO ] [LOCAL     ] PNTG: Saved forecast.
[2025-12-03T21:02:39.084108] [INFO ] [main      ] PNTG: Signal=1 (Conf=80.0%), Magnitude=0.62% (Conf=58.8554%)
[2025-12-03T21:02:39.084466] [INFO ] [main      ] Progress: 658/965 forecasts completed (68.2%). PNTG finished in 0.6s. ETA: 51.1s. Rate: 360.41 forecasts/min
[2025-12-03T21:02:39.084659] [INFO ] [main      ] Fetching symbol history for TMC...
[2025-12-03T21:02:39.084705] [DEBUG] [REMOTE    ] TMC: Fetching historical data.
[2025-12-03T21:02:39.095745] [DEBUG] [REMOTE    ] TMC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:39.096650] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 0 features, N/A% accuracy
[2025-12-03T21:02:39.096700] [INFO ] [LOCAL     ] TMC: Loaded 0 optimal features with 49.75% confidence from JSON config
[2025-12-03T21:02:39.096731] [DEBUG] [MAG       ] Building data for symbol: TMC with lookback: 0
[2025-12-03T21:02:39.097479] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:02:39.141407] [DEBUG] [MAG       ] RRX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:39.265396] [INFO ] [LOCAL     ] RRX: Saved forecast.
[2025-12-03T21:02:39.265460] [INFO ] [main      ] RRX: Signal=1 (Conf=80.0%), Magnitude=-3.21% (Conf=49.9822%)
[2025-12-03T21:02:39.265807] [INFO ] [main      ] Fetching symbol history for GLOB...
[2025-12-03T21:02:39.265857] [DEBUG] [REMOTE    ] GLOB: Fetching historical data.
[2025-12-03T21:02:39.267642] [INFO ] [main      ] Progress: 659/965 forecasts completed (68.3%). RRX finished in 0.7s. ETA: 50.9s. Rate: 360.36 forecasts/min
[2025-12-03T21:02:39.277306] [DEBUG] [REMOTE    ] GLOB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:39.278151] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 2 features, N/A% accuracy
[2025-12-03T21:02:39.278203] [INFO ] [LOCAL     ] GLOB: Loaded 2 optimal features with 56.74% confidence from JSON config
[2025-12-03T21:02:39.278235] [DEBUG] [MAG       ] Building data for symbol: GLOB with lookback: 0
[2025-12-03T21:02:39.279072] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:39.279131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:39.284140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:39.284676] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:39.376328] [DEBUG] [MAG       ] NXP: Last date is validated at 2025-12-03
[2025-12-03T21:02:39.396065] [DEBUG] [MAG       ] AGMH: Last date is validated at 2025-12-03
[2025-12-03T21:02:39.428869] [DEBUG] [MAG       ] TMC: Last date is validated at 2025-12-03
[2025-12-03T21:02:39.542725] [DEBUG] [MAG       ] NXP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:39.565156] [DEBUG] [MAG       ] AGMH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:39.595198] [DEBUG] [MAG       ] TMC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:39.602997] [INFO ] [LOCAL     ] NXP: Saved forecast.
[2025-12-03T21:02:39.603062] [INFO ] [main      ] NXP: Signal=1 (Conf=80.0%), Magnitude=0.08% (Conf=38.4227%)
[2025-12-03T21:02:39.603223] [INFO ] [main      ] Fetching symbol history for DERM...
[2025-12-03T21:02:39.603265] [DEBUG] [REMOTE    ] DERM: Fetching historical data.
[2025-12-03T21:02:39.604660] [INFO ] [main      ] Progress: 660/965 forecasts completed (68.4%). NXP finished in 0.6s. ETA: 50.9s. Rate: 359.80 forecasts/min
[2025-12-03T21:02:39.614406] [DEBUG] [REMOTE    ] DERM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:39.615607] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 6 features, N/A% accuracy
[2025-12-03T21:02:39.615659] [INFO ] [LOCAL     ] DERM: Loaded 6 optimal features with 58.97% confidence from JSON config
[2025-12-03T21:02:39.615690] [DEBUG] [MAG       ] Building data for symbol: DERM with lookback: 0
[2025-12-03T21:02:39.616456] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:39.616518] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:39.621215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:39.622967] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:39.623419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:39.623814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:39.624521] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:39.624803] [DEBUG] [MAG       ] GLOB: Last date is validated at 2025-12-03
[2025-12-03T21:02:39.625433] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:39.657678] [INFO ] [LOCAL     ] TMC: Saved forecast.
[2025-12-03T21:02:39.657745] [INFO ] [main      ] TMC: Signal=1 (Conf=80.0%), Magnitude=-0.34% (Conf=49.7496%)
[2025-12-03T21:02:39.658107] [INFO ] [main      ] Progress: 661/965 forecasts completed (68.5%). TMC finished in 0.6s. ETA: 50.6s. Rate: 360.17 forecasts/min
[2025-12-03T21:02:39.658235] [INFO ] [main      ] Fetching symbol history for FANG...
[2025-12-03T21:02:39.658275] [DEBUG] [REMOTE    ] FANG: Fetching historical data.
[2025-12-03T21:02:39.671239] [DEBUG] [REMOTE    ] FANG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:39.672405] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, N/A% accuracy
[2025-12-03T21:02:39.672455] [INFO ] [LOCAL     ] FANG: Loaded 2 optimal features with 48.69% confidence from JSON config
[2025-12-03T21:02:39.672485] [DEBUG] [MAG       ] Building data for symbol: FANG with lookback: 0
[2025-12-03T21:02:39.673252] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:39.673314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:39.676885] [INFO ] [LOCAL     ] AGMH: Saved forecast.
[2025-12-03T21:02:39.676950] [INFO ] [main      ] AGMH: Signal=1 (Conf=80.0%), Magnitude=-49.89% (Conf=24.3155%)
[2025-12-03T21:02:39.677379] [INFO ] [main      ] Fetching symbol history for ANAB...
[2025-12-03T21:02:39.677428] [DEBUG] [REMOTE    ] ANAB: Fetching historical data.
[2025-12-03T21:02:39.677652] [INFO ] [main      ] Progress: 662/965 forecasts completed (68.6%). AGMH finished in 0.6s. ETA: 50.4s. Rate: 360.65 forecasts/min
[2025-12-03T21:02:39.689108] [DEBUG] [REMOTE    ] ANAB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:39.690033] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 2 features, N/A% accuracy
[2025-12-03T21:02:39.690083] [INFO ] [LOCAL     ] ANAB: Loaded 2 optimal features with 47.94% confidence from JSON config
[2025-12-03T21:02:39.690113] [DEBUG] [MAG       ] Building data for symbol: ANAB with lookback: 0
[2025-12-03T21:02:39.690899] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:39.690956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:39.750591] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:39.754731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:39.794379] [DEBUG] [MAG       ] GLOB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:39.800616] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:39.803898] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:39.918055] [INFO ] [LOCAL     ] GLOB: Saved forecast.
[2025-12-03T21:02:39.918123] [INFO ] [main      ] GLOB: Signal=1 (Conf=80.0%), Magnitude=-0.43% (Conf=56.7418%)
[2025-12-03T21:02:39.918494] [INFO ] [main      ] Fetching symbol history for ADI...
[2025-12-03T21:02:39.918544] [DEBUG] [REMOTE    ] ADI: Fetching historical data.
[2025-12-03T21:02:39.919709] [INFO ] [main      ] Progress: 663/965 forecasts completed (68.7%). GLOB finished in 0.7s. ETA: 50.3s. Rate: 360.40 forecasts/min
[2025-12-03T21:02:39.929719] [DEBUG] [REMOTE    ] ADI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:39.930792] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 8 features, N/A% accuracy
[2025-12-03T21:02:39.930845] [INFO ] [LOCAL     ] ADI: Loaded 8 optimal features with 51.63% confidence from JSON config
[2025-12-03T21:02:39.930875] [DEBUG] [MAG       ] Building data for symbol: ADI with lookback: 0
[2025-12-03T21:02:39.931661] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:39.931722] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:39.933369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:39.933890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:39.934330] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:39.934738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:39.961502] [DEBUG] [MAG       ] DERM: Last date is validated at 2025-12-03
[2025-12-03T21:02:39.984427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:39.985622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:39.986750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:39.988770] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:40.087700] [DEBUG] [MAG       ] FANG: Last date is validated at 2025-12-03
[2025-12-03T21:02:40.134007] [DEBUG] [MAG       ] DERM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:40.144742] [DEBUG] [MAG       ] ANAB: Last date is validated at 2025-12-03
[2025-12-03T21:02:40.199169] [INFO ] [LOCAL     ] DERM: Saved forecast.
[2025-12-03T21:02:40.199233] [INFO ] [main      ] DERM: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=58.9714%)
[2025-12-03T21:02:40.199596] [INFO ] [main      ] Fetching symbol history for TPGXL...
[2025-12-03T21:02:40.199646] [DEBUG] [REMOTE    ] TPGXL: Fetching historical data.
[2025-12-03T21:02:40.199656] [INFO ] [main      ] Progress: 664/965 forecasts completed (68.8%). DERM finished in 0.6s. ETA: 50.2s. Rate: 360.04 forecasts/min
[2025-12-03T21:02:40.210681] [DEBUG] [REMOTE    ] TPGXL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:40.212345] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 8 features, N/A% accuracy
[2025-12-03T21:02:40.212398] [INFO ] [LOCAL     ] TPGXL: Loaded 8 optimal features with 57.50% confidence from JSON config
[2025-12-03T21:02:40.212429] [DEBUG] [MAG       ] Building data for symbol: TPGXL with lookback: 0
[2025-12-03T21:02:40.213228] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:40.213290] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:40.218266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:40.220115] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:40.220597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:40.221033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:40.221437] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:40.223908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:40.257777] [DEBUG] [MAG       ] FANG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:40.313633] [DEBUG] [MAG       ] ANAB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:40.326129] [DEBUG] [MAG       ] ADI: Last date is validated at 2025-12-03
[2025-12-03T21:02:40.335043] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:40.336232] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:40.385061] [INFO ] [LOCAL     ] FANG: Saved forecast.
[2025-12-03T21:02:40.385127] [INFO ] [main      ] FANG: Signal=1 (Conf=80.0%), Magnitude=4.25% (Conf=48.687%)
[2025-12-03T21:02:40.385436] [INFO ] [main      ] Fetching symbol history for CPSH...
[2025-12-03T21:02:40.385485] [DEBUG] [REMOTE    ] CPSH: Fetching historical data.
[2025-12-03T21:02:40.386361] [INFO ] [main      ] Progress: 665/965 forecasts completed (68.9%). FANG finished in 0.7s. ETA: 50.0s. Rate: 359.97 forecasts/min
[2025-12-03T21:02:40.397058] [DEBUG] [REMOTE    ] CPSH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:40.398195] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 4 features, N/A% accuracy
[2025-12-03T21:02:40.398246] [INFO ] [LOCAL     ] CPSH: Loaded 4 optimal features with 48.46% confidence from JSON config
[2025-12-03T21:02:40.398276] [DEBUG] [MAG       ] Building data for symbol: CPSH with lookback: 0
[2025-12-03T21:02:40.399054] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:40.399113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:40.399821] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:40.400657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:40.402376] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:40.404165] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:40.405148] [INFO ] [LOCAL     ] ANAB: Saved forecast.
[2025-12-03T21:02:40.405211] [INFO ] [main      ] ANAB: Signal=1 (Conf=80.0%), Magnitude=6.59% (Conf=47.9359%)
[2025-12-03T21:02:40.405511] [INFO ] [main      ] Progress: 666/965 forecasts completed (69.0%). ANAB finished in 0.7s. ETA: 49.8s. Rate: 360.45 forecasts/min
[2025-12-03T21:02:40.405640] [INFO ] [main      ] Fetching symbol history for FEMB...
[2025-12-03T21:02:40.405682] [DEBUG] [REMOTE    ] FEMB: Fetching historical data.
[2025-12-03T21:02:40.416499] [DEBUG] [REMOTE    ] FEMB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:40.417358] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 4 features, N/A% accuracy
[2025-12-03T21:02:40.417408] [INFO ] [LOCAL     ] FEMB: Loaded 4 optimal features with 65.03% confidence from JSON config
[2025-12-03T21:02:40.417438] [DEBUG] [MAG       ] Building data for symbol: FEMB with lookback: 0
[2025-12-03T21:02:40.418286] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:40.418353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:40.423193] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:40.424954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:40.425408] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:40.428478] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:40.494753] [DEBUG] [MAG       ] ADI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:40.646471] [INFO ] [LOCAL     ] ADI: Saved forecast.
[2025-12-03T21:02:40.646535] [INFO ] [main      ] ADI: Signal=1 (Conf=80.0%), Magnitude=0.73% (Conf=51.6258%)
[2025-12-03T21:02:40.646991] [INFO ] [main      ] Fetching symbol history for UTF...
[2025-12-03T21:02:40.647053] [DEBUG] [REMOTE    ] UTF: Fetching historical data.
[2025-12-03T21:02:40.647648] [INFO ] [main      ] Progress: 667/965 forecasts completed (69.1%). ADI finished in 0.7s. ETA: 49.6s. Rate: 360.20 forecasts/min
[2025-12-03T21:02:40.658261] [DEBUG] [REMOTE    ] UTF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:40.659292] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 3 features, N/A% accuracy
[2025-12-03T21:02:40.659373] [INFO ] [LOCAL     ] UTF: Loaded 3 optimal features with 56.34% confidence from JSON config
[2025-12-03T21:02:40.659423] [DEBUG] [MAG       ] Building data for symbol: UTF with lookback: 0
[2025-12-03T21:02:40.660354] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:40.660415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:40.662724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:40.663417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:40.666008] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:40.671975] [DEBUG] [MAG       ] TPGXL: Last date is validated at 2025-12-03
[2025-12-03T21:02:40.755002] [DEBUG] [MAG       ] CPSH: Last date is validated at 2025-12-03
[2025-12-03T21:02:40.775515] [DEBUG] [MAG       ] FEMB: Last date is validated at 2025-12-03
[2025-12-03T21:02:40.841284] [DEBUG] [MAG       ] TPGXL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:40.902468] [INFO ] [LOCAL     ] TPGXL: Saved forecast.
[2025-12-03T21:02:40.902532] [INFO ] [main      ] TPGXL: Signal=1 (Conf=80.0%), Magnitude=0.08% (Conf=57.5006%)
[2025-12-03T21:02:40.902893] [INFO ] [main      ] Fetching symbol history for VTRS...
[2025-12-03T21:02:40.902941] [DEBUG] [REMOTE    ] VTRS: Fetching historical data.
[2025-12-03T21:02:40.904635] [INFO ] [main      ] Progress: 668/965 forecasts completed (69.2%). TPGXL finished in 0.7s. ETA: 49.5s. Rate: 359.91 forecasts/min
[2025-12-03T21:02:40.914685] [DEBUG] [REMOTE    ] VTRS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:40.915602] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 9 features, N/A% accuracy
[2025-12-03T21:02:40.915652] [INFO ] [LOCAL     ] VTRS: Loaded 9 optimal features with 60.75% confidence from JSON config
[2025-12-03T21:02:40.915683] [DEBUG] [MAG       ] Building data for symbol: VTRS with lookback: 0
[2025-12-03T21:02:40.916443] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:40.916506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:40.921281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:40.923054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:40.923551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:40.923943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:40.926263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:40.929028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:40.932167] [DEBUG] [MAG       ] CPSH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:40.934086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:40.935286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:40.936812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:40.955014] [DEBUG] [MAG       ] FEMB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:40.989706] [INFO ] [LOCAL     ] CPSH: Saved forecast.
[2025-12-03T21:02:40.989770] [INFO ] [main      ] CPSH: Signal=1 (Conf=80.0%), Magnitude=-1.43% (Conf=48.4576%)
[2025-12-03T21:02:40.990118] [INFO ] [main      ] Fetching symbol history for HAL...
[2025-12-03T21:02:40.990174] [DEBUG] [REMOTE    ] HAL: Fetching historical data.
[2025-12-03T21:02:40.991649] [INFO ] [main      ] Progress: 669/965 forecasts completed (69.3%). CPSH finished in 0.6s. ETA: 49.3s. Rate: 360.17 forecasts/min
[2025-12-03T21:02:41.000787] [DEBUG] [MAG       ] UTF: Last date is validated at 2025-12-03
[2025-12-03T21:02:41.001224] [DEBUG] [REMOTE    ] HAL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:41.002299] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, N/A% accuracy
[2025-12-03T21:02:41.002349] [INFO ] [LOCAL     ] HAL: Loaded 2 optimal features with 53.10% confidence from JSON config
[2025-12-03T21:02:41.002379] [DEBUG] [MAG       ] Building data for symbol: HAL with lookback: 0
[2025-12-03T21:02:41.003137] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:41.003194] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:41.007868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:41.012934] [INFO ] [LOCAL     ] FEMB: Saved forecast.
[2025-12-03T21:02:41.012999] [INFO ] [main      ] FEMB: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=65.0283%)
[2025-12-03T21:02:41.013341] [INFO ] [main      ] Fetching symbol history for PKOH...
[2025-12-03T21:02:41.013389] [DEBUG] [REMOTE    ] PKOH: Fetching historical data.
[2025-12-03T21:02:41.014637] [INFO ] [main      ] Progress: 670/965 forecasts completed (69.4%). FEMB finished in 0.6s. ETA: 49.1s. Rate: 360.63 forecasts/min
[2025-12-03T21:02:41.024532] [DEBUG] [REMOTE    ] PKOH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:41.025652] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 6 features, N/A% accuracy
[2025-12-03T21:02:41.025705] [INFO ] [LOCAL     ] PKOH: Loaded 6 optimal features with 51.78% confidence from JSON config
[2025-12-03T21:02:41.025735] [DEBUG] [MAG       ] Building data for symbol: PKOH with lookback: 0
[2025-12-03T21:02:41.026512] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:41.026595] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:41.031367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:41.033176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:41.033682] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:41.034072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:41.034950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:41.036258] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:41.120594] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:41.167013] [DEBUG] [MAG       ] UTF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:41.231372] [INFO ] [LOCAL     ] UTF: Saved forecast.
[2025-12-03T21:02:41.231436] [INFO ] [main      ] UTF: Signal=1 (Conf=80.0%), Magnitude=-0.77% (Conf=56.3356%)
[2025-12-03T21:02:41.231783] [INFO ] [main      ] Fetching symbol history for CRWD...
[2025-12-03T21:02:41.231834] [DEBUG] [REMOTE    ] CRWD: Fetching historical data.
[2025-12-03T21:02:41.232658] [INFO ] [main      ] Progress: 671/965 forecasts completed (69.5%). UTF finished in 0.6s. ETA: 48.9s. Rate: 360.47 forecasts/min
[2025-12-03T21:02:41.243093] [DEBUG] [REMOTE    ] CRWD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:41.244028] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 6 features, N/A% accuracy
[2025-12-03T21:02:41.244080] [INFO ] [LOCAL     ] CRWD: Loaded 6 optimal features with 52.08% confidence from JSON config
[2025-12-03T21:02:41.244113] [DEBUG] [MAG       ] Building data for symbol: CRWD with lookback: 0
[2025-12-03T21:02:41.244908] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:41.244969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:41.249833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:41.251599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:41.252070] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:41.292200] [DEBUG] [MAG       ] VTRS: Last date is validated at 2025-12-03
[2025-12-03T21:02:41.301888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:41.304149] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:41.304894] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:41.372978] [DEBUG] [MAG       ] PKOH: Last date is validated at 2025-12-03
[2025-12-03T21:02:41.469812] [DEBUG] [MAG       ] HAL: Last date is validated at 2025-12-03
[2025-12-03T21:02:41.470991] [DEBUG] [MAG       ] VTRS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:41.539800] [DEBUG] [MAG       ] PKOH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:41.548377] [INFO ] [LOCAL     ] VTRS: Saved forecast.
[2025-12-03T21:02:41.548452] [INFO ] [main      ] VTRS: Signal=1 (Conf=80.0%), Magnitude=-1.31% (Conf=60.7463%)
[2025-12-03T21:02:41.548630] [INFO ] [main      ] Fetching symbol history for TDG...
[2025-12-03T21:02:41.548675] [DEBUG] [REMOTE    ] TDG: Fetching historical data.
[2025-12-03T21:02:41.548861] [INFO ] [main      ] Progress: 672/965 forecasts completed (69.6%). VTRS finished in 0.6s. ETA: 48.8s. Rate: 359.98 forecasts/min
[2025-12-03T21:02:41.561083] [DEBUG] [REMOTE    ] TDG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:41.565663] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 4 features, N/A% accuracy
[2025-12-03T21:02:41.565727] [INFO ] [LOCAL     ] TDG: Loaded 4 optimal features with 59.97% confidence from JSON config
[2025-12-03T21:02:41.565760] [DEBUG] [MAG       ] Building data for symbol: TDG with lookback: 0
[2025-12-03T21:02:41.566631] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:41.566693] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:41.571758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:41.572744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:41.574480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:41.575176] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:41.615467] [INFO ] [LOCAL     ] PKOH: Saved forecast.
[2025-12-03T21:02:41.615534] [INFO ] [main      ] PKOH: Signal=1 (Conf=80.0%), Magnitude=0.23% (Conf=51.784%)
[2025-12-03T21:02:41.615888] [INFO ] [main      ] Fetching symbol history for BBDO...
[2025-12-03T21:02:41.615937] [DEBUG] [REMOTE    ] BBDO: Fetching historical data.
[2025-12-03T21:02:41.616659] [INFO ] [main      ] Progress: 673/965 forecasts completed (69.7%). PKOH finished in 0.6s. ETA: 48.6s. Rate: 360.30 forecasts/min
[2025-12-03T21:02:41.626864] [DEBUG] [REMOTE    ] BBDO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:41.627819] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 7 features, N/A% accuracy
[2025-12-03T21:02:41.627870] [INFO ] [LOCAL     ] BBDO: Loaded 7 optimal features with 25.09% confidence from JSON config
[2025-12-03T21:02:41.627900] [DEBUG] [MAG       ] Building data for symbol: BBDO with lookback: 0
[2025-12-03T21:02:41.628708] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:41.628769] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:41.630427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:41.630943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:41.631318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:41.632184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:41.643372] [DEBUG] [MAG       ] CRWD: Last date is validated at 2025-12-03
[2025-12-03T21:02:41.644230] [DEBUG] [MAG       ] HAL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:41.724800] [INFO ] [LOCAL     ] HAL: Saved forecast.
[2025-12-03T21:02:41.724866] [INFO ] [main      ] HAL: Signal=1 (Conf=80.0%), Magnitude=2.06% (Conf=53.1005%)
[2025-12-03T21:02:41.725228] [INFO ] [main      ] Fetching symbol history for JIVE...
[2025-12-03T21:02:41.725282] [DEBUG] [REMOTE    ] JIVE: Fetching historical data.
[2025-12-03T21:02:41.726655] [INFO ] [main      ] Progress: 674/965 forecasts completed (69.8%). HAL finished in 0.7s. ETA: 48.4s. Rate: 360.48 forecasts/min
[2025-12-03T21:02:41.736442] [DEBUG] [REMOTE    ] JIVE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:41.737517] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 6 features, N/A% accuracy
[2025-12-03T21:02:41.737594] [INFO ] [LOCAL     ] JIVE: Loaded 6 optimal features with 68.97% confidence from JSON config
[2025-12-03T21:02:41.737630] [DEBUG] [MAG       ] Building data for symbol: JIVE with lookback: 0
[2025-12-03T21:02:41.738627] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:41.738687] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:41.739942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:41.743937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:41.745027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:41.778895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:41.780092] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:41.797724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:41.800051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:41.801176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:41.803001] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:41.811376] [DEBUG] [MAG       ] CRWD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:41.915347] [DEBUG] [MAG       ] TDG: Last date is validated at 2025-12-03
[2025-12-03T21:02:41.958348] [INFO ] [LOCAL     ] CRWD: Saved forecast.
[2025-12-03T21:02:41.958414] [INFO ] [main      ] CRWD: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=52.0793%)
[2025-12-03T21:02:41.958589] [INFO ] [main      ] Fetching symbol history for CAE...
[2025-12-03T21:02:41.958636] [DEBUG] [REMOTE    ] CAE: Fetching historical data.
[2025-12-03T21:02:41.959650] [INFO ] [main      ] Progress: 675/965 forecasts completed (69.9%). CRWD finished in 0.7s. ETA: 48.3s. Rate: 360.27 forecasts/min
[2025-12-03T21:02:41.969956] [DEBUG] [REMOTE    ] CAE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:41.971068] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 6 features, N/A% accuracy
[2025-12-03T21:02:41.971119] [INFO ] [LOCAL     ] CAE: Loaded 6 optimal features with 55.46% confidence from JSON config
[2025-12-03T21:02:41.971153] [DEBUG] [MAG       ] Building data for symbol: CAE with lookback: 0
[2025-12-03T21:02:41.971933] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:41.971994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:41.976868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:41.977705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:41.978555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:42.084318] [DEBUG] [MAG       ] TDG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:42.090930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:42.118678] [DEBUG] [MAG       ] BBDO: Last date is validated at 2025-12-03
[2025-12-03T21:02:42.141846] [DEBUG] [MAG       ] JIVE: Last date is validated at 2025-12-03
[2025-12-03T21:02:42.167039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:42.168653] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:42.260530] [INFO ] [LOCAL     ] TDG: Saved forecast.
[2025-12-03T21:02:42.260613] [INFO ] [main      ] TDG: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=59.9744%)
[2025-12-03T21:02:42.260923] [INFO ] [main      ] Fetching symbol history for STX...
[2025-12-03T21:02:42.260971] [DEBUG] [REMOTE    ] STX: Fetching historical data.
[2025-12-03T21:02:42.261861] [INFO ] [main      ] Progress: 676/965 forecasts completed (70.1%). TDG finished in 0.7s. ETA: 48.2s. Rate: 359.84 forecasts/min
[2025-12-03T21:02:42.272596] [DEBUG] [REMOTE    ] STX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:42.273663] [DEBUG] [LOCAL     ] Loaded configuration for STX: 6 features, N/A% accuracy
[2025-12-03T21:02:42.273716] [INFO ] [LOCAL     ] STX: Loaded 6 optimal features with 53.41% confidence from JSON config
[2025-12-03T21:02:42.273747] [DEBUG] [MAG       ] Building data for symbol: STX with lookback: 0
[2025-12-03T21:02:42.274519] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:42.274600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:42.276263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:42.276780] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:42.277157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:42.277899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:42.287036] [DEBUG] [MAG       ] BBDO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:42.312036] [DEBUG] [MAG       ] JIVE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:42.315525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:42.316723] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:42.342642] [INFO ] [LOCAL     ] BBDO: Saved forecast.
[2025-12-03T21:02:42.342707] [INFO ] [main      ] BBDO: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=25.0894%)
[2025-12-03T21:02:42.343028] [INFO ] [main      ] Fetching symbol history for RGTI...
[2025-12-03T21:02:42.343076] [DEBUG] [REMOTE    ] RGTI: Fetching historical data.
[2025-12-03T21:02:42.343666] [INFO ] [main      ] Progress: 677/965 forecasts completed (70.2%). BBDO finished in 0.7s. ETA: 48.0s. Rate: 360.11 forecasts/min
[2025-12-03T21:02:42.354515] [DEBUG] [REMOTE    ] RGTI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:42.355451] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 3 features, N/A% accuracy
[2025-12-03T21:02:42.355501] [INFO ] [LOCAL     ] RGTI: Loaded 3 optimal features with 58.07% confidence from JSON config
[2025-12-03T21:02:42.355532] [DEBUG] [MAG       ] Building data for symbol: RGTI with lookback: 0
[2025-12-03T21:02:42.356288] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:42.356346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:42.361080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:42.362281] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:42.364953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:42.393184] [INFO ] [LOCAL     ] JIVE: Saved forecast.
[2025-12-03T21:02:42.393247] [INFO ] [main      ] JIVE: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=68.9715%)
[2025-12-03T21:02:42.393603] [INFO ] [main      ] Fetching symbol history for EHC...
[2025-12-03T21:02:42.393652] [DEBUG] [REMOTE    ] EHC: Fetching historical data.
[2025-12-03T21:02:42.393650] [INFO ] [main      ] Progress: 678/965 forecasts completed (70.3%). JIVE finished in 0.7s. ETA: 47.8s. Rate: 360.48 forecasts/min
[2025-12-03T21:02:42.405147] [DEBUG] [REMOTE    ] EHC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:42.406825] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 6 features, N/A% accuracy
[2025-12-03T21:02:42.406881] [INFO ] [LOCAL     ] EHC: Loaded 6 optimal features with 46.79% confidence from JSON config
[2025-12-03T21:02:42.406912] [DEBUG] [MAG       ] Building data for symbol: EHC with lookback: 0
[2025-12-03T21:02:42.407692] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:42.407751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:42.505507] [DEBUG] [MAG       ] CAE: Last date is validated at 2025-12-03
[2025-12-03T21:02:42.517764] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:42.566273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:42.568217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:42.568717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:42.569850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:42.571947] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:42.650910] [DEBUG] [MAG       ] STX: Last date is validated at 2025-12-03
[2025-12-03T21:02:42.672088] [DEBUG] [MAG       ] CAE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:42.700211] [DEBUG] [MAG       ] RGTI: Last date is validated at 2025-12-03
[2025-12-03T21:02:42.746645] [INFO ] [LOCAL     ] CAE: Saved forecast.
[2025-12-03T21:02:42.746710] [INFO ] [main      ] CAE: Signal=1 (Conf=80.0%), Magnitude=0.68% (Conf=55.4624%)
[2025-12-03T21:02:42.746864] [INFO ] [main      ] Fetching symbol history for PDD...
[2025-12-03T21:02:42.747228] [DEBUG] [REMOTE    ] PDD: Fetching historical data.
[2025-12-03T21:02:42.749770] [INFO ] [main      ] Progress: 679/965 forecasts completed (70.4%). CAE finished in 0.8s. ETA: 47.7s. Rate: 359.87 forecasts/min
[2025-12-03T21:02:42.759111] [DEBUG] [REMOTE    ] PDD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:42.760204] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 9 features, N/A% accuracy
[2025-12-03T21:02:42.760260] [INFO ] [LOCAL     ] PDD: Loaded 9 optimal features with 52.04% confidence from JSON config
[2025-12-03T21:02:42.760293] [DEBUG] [MAG       ] Building data for symbol: PDD with lookback: 0
[2025-12-03T21:02:42.761125] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:42.761188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:42.766100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:42.767928] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:42.768438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:42.768913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:42.769303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:42.770304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:42.773055] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:42.774148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:42.774872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:42.819431] [DEBUG] [MAG       ] STX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:42.866041] [DEBUG] [MAG       ] RGTI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:42.913015] [DEBUG] [MAG       ] EHC: Last date is validated at 2025-12-03
[2025-12-03T21:02:42.956206] [INFO ] [LOCAL     ] STX: Saved forecast.
[2025-12-03T21:02:42.956271] [INFO ] [main      ] STX: Signal=1 (Conf=80.0%), Magnitude=2.68% (Conf=53.4063%)
[2025-12-03T21:02:42.956642] [INFO ] [main      ] Progress: 680/965 forecasts completed (70.5%). STX finished in 0.7s. ETA: 47.5s. Rate: 359.75 forecasts/min
[2025-12-03T21:02:42.956763] [INFO ] [main      ] Fetching symbol history for HWM...
[2025-12-03T21:02:42.956804] [DEBUG] [REMOTE    ] HWM: Fetching historical data.
[2025-12-03T21:02:42.968256] [DEBUG] [REMOTE    ] HWM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:42.969195] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 2 features, N/A% accuracy
[2025-12-03T21:02:42.969245] [INFO ] [LOCAL     ] HWM: Loaded 2 optimal features with 48.20% confidence from JSON config
[2025-12-03T21:02:42.969275] [DEBUG] [MAG       ] Building data for symbol: HWM with lookback: 0
[2025-12-03T21:02:42.969263] [INFO ] [LOCAL     ] RGTI: Saved forecast.
[2025-12-03T21:02:42.969327] [INFO ] [main      ] RGTI: Signal=1 (Conf=80.0%), Magnitude=5.55% (Conf=58.0672%)
[2025-12-03T21:02:42.969761] [INFO ] [main      ] Fetching symbol history for CLS...
[2025-12-03T21:02:42.969812] [DEBUG] [REMOTE    ] CLS: Fetching historical data.
[2025-12-03T21:02:42.970140] [INFO ] [main      ] Progress: 681/965 forecasts completed (70.6%). RGTI finished in 0.6s. ETA: 47.3s. Rate: 360.23 forecasts/min
[2025-12-03T21:02:42.970056] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:42.970254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:42.971111] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:42.973956] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:42.980966] [DEBUG] [REMOTE    ] CLS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:42.982094] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 6 features, N/A% accuracy
[2025-12-03T21:02:42.982145] [INFO ] [LOCAL     ] CLS: Loaded 6 optimal features with 61.77% confidence from JSON config
[2025-12-03T21:02:42.982176] [DEBUG] [MAG       ] Building data for symbol: CLS with lookback: 0
[2025-12-03T21:02:42.982972] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:42.983033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:42.984706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:42.985208] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:42.985673] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:42.986057] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:43.084830] [DEBUG] [MAG       ] EHC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:43.097401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:43.108695] [DEBUG] [MAG       ] PDD: Last date is validated at 2025-12-03
[2025-12-03T21:02:43.146777] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:43.194153] [INFO ] [LOCAL     ] EHC: Saved forecast.
[2025-12-03T21:02:43.194233] [INFO ] [main      ] EHC: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=46.791%)
[2025-12-03T21:02:43.194630] [INFO ] [main      ] Fetching symbol history for WFRD...
[2025-12-03T21:02:43.194684] [DEBUG] [REMOTE    ] WFRD: Fetching historical data.
[2025-12-03T21:02:43.195651] [INFO ] [main      ] Progress: 682/965 forecasts completed (70.7%). EHC finished in 0.8s. ETA: 47.2s. Rate: 360.05 forecasts/min
[2025-12-03T21:02:43.206783] [DEBUG] [REMOTE    ] WFRD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:43.207921] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 3 features, N/A% accuracy
[2025-12-03T21:02:43.207977] [INFO ] [LOCAL     ] WFRD: Loaded 3 optimal features with 57.95% confidence from JSON config
[2025-12-03T21:02:43.208010] [DEBUG] [MAG       ] Building data for symbol: WFRD with lookback: 0
[2025-12-03T21:02:43.208915] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:43.208986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:43.209930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:43.212183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:43.213381] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:43.278011] [DEBUG] [MAG       ] PDD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:43.313564] [DEBUG] [MAG       ] HWM: Last date is validated at 2025-12-03
[2025-12-03T21:02:43.403198] [INFO ] [LOCAL     ] PDD: Saved forecast.
[2025-12-03T21:02:43.403270] [INFO ] [main      ] PDD: Signal=1 (Conf=80.0%), Magnitude=6.39% (Conf=52.0412%)
[2025-12-03T21:02:43.403630] [INFO ] [main      ] Fetching symbol history for GNE...
[2025-12-03T21:02:43.403683] [DEBUG] [REMOTE    ] GNE: Fetching historical data.
[2025-12-03T21:02:43.404652] [INFO ] [main      ] Progress: 683/965 forecasts completed (70.8%). PDD finished in 0.7s. ETA: 47.0s. Rate: 359.91 forecasts/min
[2025-12-03T21:02:43.415881] [DEBUG] [REMOTE    ] GNE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:43.416782] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 4 features, N/A% accuracy
[2025-12-03T21:02:43.416834] [INFO ] [LOCAL     ] GNE: Loaded 4 optimal features with 49.13% confidence from JSON config
[2025-12-03T21:02:43.416868] [DEBUG] [MAG       ] Building data for symbol: GNE with lookback: 0
[2025-12-03T21:02:43.417681] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:43.417740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:43.422782] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:43.424553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:43.465350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:43.467012] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:43.480675] [DEBUG] [MAG       ] CLS: Last date is validated at 2025-12-03
[2025-12-03T21:02:43.492709] [DEBUG] [MAG       ] HWM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:43.554762] [DEBUG] [MAG       ] WFRD: Last date is validated at 2025-12-03
[2025-12-03T21:02:43.610274] [INFO ] [LOCAL     ] HWM: Saved forecast.
[2025-12-03T21:02:43.610340] [INFO ] [main      ] HWM: Signal=1 (Conf=80.0%), Magnitude=-0.62% (Conf=48.1999%)
[2025-12-03T21:02:43.610496] [INFO ] [main      ] Fetching symbol history for WDC...
[2025-12-03T21:02:43.610538] [DEBUG] [REMOTE    ] WDC: Fetching historical data.
[2025-12-03T21:02:43.611188] [INFO ] [main      ] Progress: 684/965 forecasts completed (70.9%). HWM finished in 0.7s. ETA: 46.9s. Rate: 359.79 forecasts/min
[2025-12-03T21:02:43.622979] [DEBUG] [REMOTE    ] WDC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:43.624007] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 8 features, N/A% accuracy
[2025-12-03T21:02:43.624060] [INFO ] [LOCAL     ] WDC: Loaded 8 optimal features with 47.77% confidence from JSON config
[2025-12-03T21:02:43.624093] [DEBUG] [MAG       ] Building data for symbol: WDC with lookback: 0
[2025-12-03T21:02:43.624968] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:43.625035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:43.630221] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:43.632179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:43.632690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:43.633114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:43.660992] [DEBUG] [MAG       ] CLS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:43.727896] [DEBUG] [MAG       ] WFRD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:43.753169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:43.754366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:43.755053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:43.756080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:43.807719] [DEBUG] [MAG       ] GNE: Last date is validated at 2025-12-03
[2025-12-03T21:02:43.827402] [INFO ] [LOCAL     ] CLS: Saved forecast.
[2025-12-03T21:02:43.827470] [INFO ] [main      ] CLS: Signal=1 (Conf=80.0%), Magnitude=-7.29% (Conf=61.7683%)
[2025-12-03T21:02:43.827644] [INFO ] [main      ] Fetching symbol history for CPB...
[2025-12-03T21:02:43.827691] [DEBUG] [REMOTE    ] CPB: Fetching historical data.
[2025-12-03T21:02:43.829668] [INFO ] [main      ] Progress: 685/965 forecasts completed (71.0%). CLS finished in 0.9s. ETA: 46.7s. Rate: 359.62 forecasts/min
[2025-12-03T21:02:43.836352] [INFO ] [LOCAL     ] WFRD: Saved forecast.
[2025-12-03T21:02:43.836430] [INFO ] [main      ] WFRD: Signal=1 (Conf=80.0%), Magnitude=10.65% (Conf=57.9462%)
[2025-12-03T21:02:43.836806] [INFO ] [main      ] Fetching symbol history for QCLN...
[2025-12-03T21:02:43.836857] [DEBUG] [REMOTE    ] QCLN: Fetching historical data.
[2025-12-03T21:02:43.837646] [INFO ] [main      ] Progress: 686/965 forecasts completed (71.1%). WFRD finished in 0.6s. ETA: 46.5s. Rate: 360.12 forecasts/min
[2025-12-03T21:02:43.840451] [DEBUG] [REMOTE    ] CPB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:43.843625] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 7 features, N/A% accuracy
[2025-12-03T21:02:43.843684] [INFO ] [LOCAL     ] CPB: Loaded 7 optimal features with 44.43% confidence from JSON config
[2025-12-03T21:02:43.843724] [DEBUG] [MAG       ] Building data for symbol: CPB with lookback: 0
[2025-12-03T21:02:43.844553] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:43.844636] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:43.848192] [DEBUG] [REMOTE    ] QCLN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:43.849275] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 3 features, N/A% accuracy
[2025-12-03T21:02:43.849327] [INFO ] [LOCAL     ] QCLN: Loaded 3 optimal features with 53.46% confidence from JSON config
[2025-12-03T21:02:43.849359] [DEBUG] [MAG       ] Building data for symbol: QCLN with lookback: 0
[2025-12-03T21:02:43.850306] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:43.850364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:43.851270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:43.851943] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:43.853520] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:43.854274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:43.854816] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:43.855024] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:43.855201] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:43.856244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:43.857888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:02:43.860325] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:43.977262] [DEBUG] [MAG       ] GNE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:44.052923] [INFO ] [LOCAL     ] GNE: Saved forecast.
[2025-12-03T21:02:44.052989] [INFO ] [main      ] GNE: Signal=1 (Conf=80.0%), Magnitude=1.15% (Conf=49.1263%)
[2025-12-03T21:02:44.053342] [INFO ] [main      ] Fetching symbol history for TRGP...
[2025-12-03T21:02:44.053406] [DEBUG] [REMOTE    ] TRGP: Fetching historical data.
[2025-12-03T21:02:44.054657] [INFO ] [main      ] Progress: 687/965 forecasts completed (71.2%). GNE finished in 0.6s. ETA: 46.3s. Rate: 359.97 forecasts/min
[2025-12-03T21:02:44.065704] [DEBUG] [REMOTE    ] TRGP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:44.066708] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 3 features, N/A% accuracy
[2025-12-03T21:02:44.066761] [INFO ] [LOCAL     ] TRGP: Loaded 3 optimal features with 37.44% confidence from JSON config
[2025-12-03T21:02:44.066794] [DEBUG] [MAG       ] Building data for symbol: TRGP with lookback: 0
[2025-12-03T21:02:44.067561] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:44.067644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:44.069416] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:44.071523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:44.072196] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:44.123284] [DEBUG] [MAG       ] WDC: Last date is validated at 2025-12-03
[2025-12-03T21:02:44.195612] [DEBUG] [MAG       ] QCLN: Last date is validated at 2025-12-03
[2025-12-03T21:02:44.237965] [DEBUG] [MAG       ] CPB: Last date is validated at 2025-12-03
[2025-12-03T21:02:44.291976] [DEBUG] [MAG       ] WDC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:44.363368] [DEBUG] [MAG       ] QCLN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:44.405920] [INFO ] [LOCAL     ] WDC: Saved forecast.
[2025-12-03T21:02:44.405986] [INFO ] [main      ] WDC: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=47.7748%)
[2025-12-03T21:02:44.406416] [INFO ] [main      ] Fetching symbol history for DMLP...
[2025-12-03T21:02:44.406469] [DEBUG] [REMOTE    ] DMLP: Fetching historical data.
[2025-12-03T21:02:44.406674] [INFO ] [main      ] Progress: 688/965 forecasts completed (71.3%). WDC finished in 0.8s. ETA: 46.2s. Rate: 359.39 forecasts/min
[2025-12-03T21:02:44.412145] [DEBUG] [MAG       ] TRGP: Last date is validated at 2025-12-03
[2025-12-03T21:02:44.417703] [DEBUG] [REMOTE    ] DMLP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:44.418911] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 4 features, N/A% accuracy
[2025-12-03T21:02:44.418962] [INFO ] [LOCAL     ] DMLP: Loaded 4 optimal features with 50.33% confidence from JSON config
[2025-12-03T21:02:44.418993] [DEBUG] [MAG       ] Building data for symbol: DMLP with lookback: 0
[2025-12-03T21:02:44.419769] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:44.419828] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:44.424676] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:44.425925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:44.426617] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:44.427309] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:44.446595] [INFO ] [LOCAL     ] QCLN: Saved forecast.
[2025-12-03T21:02:44.446663] [INFO ] [main      ] QCLN: Signal=1 (Conf=80.0%), Magnitude=-0.65% (Conf=53.4616%)
[2025-12-03T21:02:44.446969] [INFO ] [main      ] Fetching symbol history for PTC...
[2025-12-03T21:02:44.447016] [DEBUG] [REMOTE    ] PTC: Fetching historical data.
[2025-12-03T21:02:44.447939] [INFO ] [main      ] Progress: 689/965 forecasts completed (71.4%). QCLN finished in 0.6s. ETA: 46.0s. Rate: 359.78 forecasts/min
[2025-12-03T21:02:44.459926] [DEBUG] [REMOTE    ] PTC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:44.460652] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 3 features, N/A% accuracy
[2025-12-03T21:02:44.460702] [INFO ] [LOCAL     ] PTC: Loaded 3 optimal features with 60.68% confidence from JSON config
[2025-12-03T21:02:44.460743] [DEBUG] [MAG       ] Building data for symbol: PTC with lookback: 0
[2025-12-03T21:02:44.461496] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:44.461554] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:44.466293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:44.467489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:44.468236] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:44.489312] [DEBUG] [MAG       ] CPB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:44.571157] [INFO ] [LOCAL     ] CPB: Saved forecast.
[2025-12-03T21:02:44.571220] [INFO ] [main      ] CPB: Signal=1 (Conf=80.0%), Magnitude=0.05% (Conf=44.4326%)
[2025-12-03T21:02:44.571590] [INFO ] [main      ] Fetching symbol history for MTN...
[2025-12-03T21:02:44.571651] [DEBUG] [REMOTE    ] MTN: Fetching historical data.
[2025-12-03T21:02:44.571654] [INFO ] [main      ] Progress: 690/965 forecasts completed (71.5%). CPB finished in 0.7s. ETA: 45.8s. Rate: 359.91 forecasts/min
[2025-12-03T21:02:44.583940] [DEBUG] [REMOTE    ] MTN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:44.585074] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 4 features, N/A% accuracy
[2025-12-03T21:02:44.585133] [INFO ] [LOCAL     ] MTN: Loaded 4 optimal features with 57.26% confidence from JSON config
[2025-12-03T21:02:44.585164] [DEBUG] [MAG       ] Building data for symbol: MTN with lookback: 0
[2025-12-03T21:02:44.586043] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:44.586107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:44.591050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:44.591971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:44.594566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:44.609613] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:44.637274] [DEBUG] [MAG       ] TRGP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:44.766101] [DEBUG] [MAG       ] DMLP: Last date is validated at 2025-12-03
[2025-12-03T21:02:44.792379] [INFO ] [LOCAL     ] TRGP: Saved forecast.
[2025-12-03T21:02:44.792443] [INFO ] [main      ] TRGP: Signal=1 (Conf=80.0%), Magnitude=2.41% (Conf=37.4428%)
[2025-12-03T21:02:44.792613] [INFO ] [main      ] Fetching symbol history for ABEO...
[2025-12-03T21:02:44.792657] [DEBUG] [REMOTE    ] ABEO: Fetching historical data.
[2025-12-03T21:02:44.793663] [INFO ] [main      ] Progress: 691/965 forecasts completed (71.6%). TRGP finished in 0.7s. ETA: 45.7s. Rate: 359.74 forecasts/min
[2025-12-03T21:02:44.803320] [DEBUG] [MAG       ] PTC: Last date is validated at 2025-12-03
[2025-12-03T21:02:44.803541] [DEBUG] [REMOTE    ] ABEO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:44.804561] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 8 features, N/A% accuracy
[2025-12-03T21:02:44.804630] [INFO ] [LOCAL     ] ABEO: Loaded 8 optimal features with 49.80% confidence from JSON config
[2025-12-03T21:02:44.804660] [DEBUG] [MAG       ] Building data for symbol: ABEO with lookback: 0
[2025-12-03T21:02:44.805471] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:44.805533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:44.810246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:44.811987] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:44.812446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:44.812883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:44.813735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:44.815298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:44.816261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:44.817528] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:44.936179] [DEBUG] [MAG       ] DMLP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:44.970889] [DEBUG] [MAG       ] PTC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:44.985902] [DEBUG] [MAG       ] MTN: Last date is validated at 2025-12-03
[2025-12-03T21:02:45.005688] [INFO ] [LOCAL     ] DMLP: Saved forecast.
[2025-12-03T21:02:45.005753] [INFO ] [main      ] DMLP: Signal=1 (Conf=80.0%), Magnitude=2.05% (Conf=50.3278%)
[2025-12-03T21:02:45.006097] [INFO ] [main      ] Fetching symbol history for STKS...
[2025-12-03T21:02:45.006146] [DEBUG] [REMOTE    ] STKS: Fetching historical data.
[2025-12-03T21:02:45.006130] [INFO ] [main      ] Progress: 692/965 forecasts completed (71.7%). DMLP finished in 0.6s. ETA: 45.6s. Rate: 359.60 forecasts/min
[2025-12-03T21:02:45.017010] [DEBUG] [REMOTE    ] STKS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:45.017869] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 1 features, N/A% accuracy
[2025-12-03T21:02:45.017921] [INFO ] [LOCAL     ] STKS: Loaded 1 optimal features with 57.87% confidence from JSON config
[2025-12-03T21:02:45.017952] [DEBUG] [MAG       ] Building data for symbol: STKS with lookback: 0
[2025-12-03T21:02:45.018753] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:45.018809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:45.019484] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:45.078709] [INFO ] [LOCAL     ] PTC: Saved forecast.
[2025-12-03T21:02:45.078777] [INFO ] [main      ] PTC: Signal=1 (Conf=80.0%), Magnitude=-1.09% (Conf=60.6815%)
[2025-12-03T21:02:45.079078] [INFO ] [main      ] Fetching symbol history for PPIH...
[2025-12-03T21:02:45.079127] [DEBUG] [REMOTE    ] PPIH: Fetching historical data.
[2025-12-03T21:02:45.079990] [INFO ] [main      ] Progress: 693/965 forecasts completed (71.8%). PTC finished in 0.6s. ETA: 45.3s. Rate: 359.89 forecasts/min
[2025-12-03T21:02:45.092220] [DEBUG] [REMOTE    ] PPIH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:45.093226] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, N/A% accuracy
[2025-12-03T21:02:45.093277] [INFO ] [LOCAL     ] PPIH: Loaded 1 optimal features with 47.78% confidence from JSON config
[2025-12-03T21:02:45.093307] [DEBUG] [MAG       ] Building data for symbol: PPIH with lookback: 0
[2025-12-03T21:02:45.094092] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:45.094148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:45.096704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:45.165042] [DEBUG] [MAG       ] ABEO: Last date is validated at 2025-12-03
[2025-12-03T21:02:45.166588] [DEBUG] [MAG       ] MTN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:45.289147] [INFO ] [LOCAL     ] MTN: Saved forecast.
[2025-12-03T21:02:45.289216] [INFO ] [main      ] MTN: Signal=1 (Conf=80.0%), Magnitude=0.72% (Conf=57.2605%)
[2025-12-03T21:02:45.289550] [INFO ] [main      ] Fetching symbol history for IFS...
[2025-12-03T21:02:45.289619] [DEBUG] [REMOTE    ] IFS: Fetching historical data.
[2025-12-03T21:02:45.289656] [INFO ] [main      ] Progress: 694/965 forecasts completed (71.9%). MTN finished in 0.7s. ETA: 45.2s. Rate: 359.75 forecasts/min
[2025-12-03T21:02:45.301405] [DEBUG] [REMOTE    ] IFS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:45.302359] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 2 features, N/A% accuracy
[2025-12-03T21:02:45.302416] [INFO ] [LOCAL     ] IFS: Loaded 2 optimal features with 62.40% confidence from JSON config
[2025-12-03T21:02:45.302459] [DEBUG] [MAG       ] Building data for symbol: IFS with lookback: 0
[2025-12-03T21:02:45.303272] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:45.303332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:45.308333] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:45.310277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:45.340369] [DEBUG] [MAG       ] ABEO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:45.356440] [DEBUG] [MAG       ] STKS: Last date is validated at 2025-12-03
[2025-12-03T21:02:45.412478] [INFO ] [LOCAL     ] ABEO: Saved forecast.
[2025-12-03T21:02:45.412546] [INFO ] [main      ] ABEO: Signal=1 (Conf=80.0%), Magnitude=3.11% (Conf=49.7995%)
[2025-12-03T21:02:45.412927] [INFO ] [main      ] Fetching symbol history for DSGX...
[2025-12-03T21:02:45.412979] [DEBUG] [REMOTE    ] DSGX: Fetching historical data.
[2025-12-03T21:02:45.413649] [INFO ] [main      ] Progress: 695/965 forecasts completed (72.0%). ABEO finished in 0.6s. ETA: 45.0s. Rate: 359.89 forecasts/min
[2025-12-03T21:02:45.425113] [DEBUG] [REMOTE    ] DSGX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:45.426253] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 3 features, N/A% accuracy
[2025-12-03T21:02:45.426321] [INFO ] [LOCAL     ] DSGX: Loaded 3 optimal features with 55.96% confidence from JSON config
[2025-12-03T21:02:45.426354] [DEBUG] [MAG       ] Building data for symbol: DSGX with lookback: 0
[2025-12-03T21:02:45.427692] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:45.427752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:45.432955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:45.437316] [DEBUG] [MAG       ] PPIH: Last date is validated at 2025-12-03
[2025-12-03T21:02:45.473656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:45.474719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:45.524988] [DEBUG] [MAG       ] STKS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:45.579926] [INFO ] [LOCAL     ] STKS: Saved forecast.
[2025-12-03T21:02:45.579994] [INFO ] [main      ] STKS: Signal=1 (Conf=80.0%), Magnitude=4.71% (Conf=57.869%)
[2025-12-03T21:02:45.580154] [INFO ] [main      ] Fetching symbol history for AIRS...
[2025-12-03T21:02:45.580198] [DEBUG] [REMOTE    ] AIRS: Fetching historical data.
[2025-12-03T21:02:45.581660] [INFO ] [main      ] Progress: 696/965 forecasts completed (72.1%). STKS finished in 0.6s. ETA: 44.8s. Rate: 359.88 forecasts/min
[2025-12-03T21:02:45.593298] [DEBUG] [REMOTE    ] AIRS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:45.594182] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 4 features, N/A% accuracy
[2025-12-03T21:02:45.594233] [INFO ] [LOCAL     ] AIRS: Loaded 4 optimal features with 48.37% confidence from JSON config
[2025-12-03T21:02:45.594265] [DEBUG] [MAG       ] Building data for symbol: AIRS with lookback: 0
[2025-12-03T21:02:45.595093] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:45.595156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:45.597136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:45.597723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:45.598199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:45.598641] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:45.604052] [DEBUG] [MAG       ] PPIH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:45.665640] [DEBUG] [MAG       ] IFS: Last date is validated at 2025-12-03
[2025-12-03T21:02:45.685002] [INFO ] [LOCAL     ] PPIH: Saved forecast.
[2025-12-03T21:02:45.685071] [INFO ] [main      ] PPIH: Signal=1 (Conf=80.0%), Magnitude=17.46% (Conf=47.7825%)
[2025-12-03T21:02:45.685411] [INFO ] [main      ] Progress: 697/965 forecasts completed (72.2%). PPIH finished in 0.6s. ETA: 44.7s. Rate: 360.08 forecasts/min
[2025-12-03T21:02:45.685535] [INFO ] [main      ] Fetching symbol history for ICOP...
[2025-12-03T21:02:45.685591] [DEBUG] [REMOTE    ] ICOP: Fetching historical data.
[2025-12-03T21:02:45.696915] [DEBUG] [REMOTE    ] ICOP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:45.697916] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 3 features, N/A% accuracy
[2025-12-03T21:02:45.697966] [INFO ] [LOCAL     ] ICOP: Loaded 3 optimal features with 62.29% confidence from JSON config
[2025-12-03T21:02:45.697996] [DEBUG] [MAG       ] Building data for symbol: ICOP with lookback: 0
[2025-12-03T21:02:45.698811] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:45.698868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:45.703603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:45.704703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:02:45.707390] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:45.823624] [DEBUG] [MAG       ] DSGX: Last date is validated at 2025-12-03
[2025-12-03T21:02:45.848716] [DEBUG] [MAG       ] IFS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:45.920623] [INFO ] [LOCAL     ] IFS: Saved forecast.
[2025-12-03T21:02:45.920692] [INFO ] [main      ] IFS: Signal=1 (Conf=80.0%), Magnitude=-0.39% (Conf=62.4004%)
[2025-12-03T21:02:45.921052] [INFO ] [main      ] Fetching symbol history for AAON...
[2025-12-03T21:02:45.921104] [DEBUG] [REMOTE    ] AAON: Fetching historical data.
[2025-12-03T21:02:45.921650] [INFO ] [main      ] Progress: 698/965 forecasts completed (72.3%). IFS finished in 0.6s. ETA: 44.5s. Rate: 359.86 forecasts/min
[2025-12-03T21:02:45.932964] [DEBUG] [REMOTE    ] AAON: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:45.934100] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 3 features, N/A% accuracy
[2025-12-03T21:02:45.934166] [INFO ] [LOCAL     ] AAON: Loaded 3 optimal features with 57.24% confidence from JSON config
[2025-12-03T21:02:45.934200] [DEBUG] [MAG       ] Building data for symbol: AAON with lookback: 0
[2025-12-03T21:02:45.935117] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:45.935181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:45.939461] [DEBUG] [MAG       ] AIRS: Last date is validated at 2025-12-03
[2025-12-03T21:02:45.940383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:45.941298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:45.945872] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:45.988503] [DEBUG] [MAG       ] DSGX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:46.043075] [DEBUG] [MAG       ] ICOP: Last date is validated at 2025-12-03
[2025-12-03T21:02:46.097115] [INFO ] [LOCAL     ] DSGX: Saved forecast.
[2025-12-03T21:02:46.097182] [INFO ] [main      ] DSGX: Signal=1 (Conf=80.0%), Magnitude=1.67% (Conf=55.9562%)
[2025-12-03T21:02:46.097542] [INFO ] [main      ] Fetching symbol history for MKSI...
[2025-12-03T21:02:46.097612] [DEBUG] [REMOTE    ] MKSI: Fetching historical data.
[2025-12-03T21:02:46.097654] [INFO ] [main      ] Progress: 699/965 forecasts completed (72.4%). DSGX finished in 0.7s. ETA: 44.4s. Rate: 359.83 forecasts/min
[2025-12-03T21:02:46.108795] [DEBUG] [MAG       ] AIRS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:46.110369] [DEBUG] [REMOTE    ] MKSI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:46.111819] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, N/A% accuracy
[2025-12-03T21:02:46.111901] [INFO ] [LOCAL     ] MKSI: Loaded 4 optimal features with 66.46% confidence from JSON config
[2025-12-03T21:02:46.111934] [DEBUG] [MAG       ] Building data for symbol: MKSI with lookback: 0
[2025-12-03T21:02:46.112925] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:46.112988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:46.114772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:46.115286] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:46.115707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:46.116606] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:46.179934] [INFO ] [LOCAL     ] AIRS: Saved forecast.
[2025-12-03T21:02:46.180001] [INFO ] [main      ] AIRS: Signal=1 (Conf=80.0%), Magnitude=2.95% (Conf=48.3724%)
[2025-12-03T21:02:46.180164] [INFO ] [main      ] Fetching symbol history for FIS...
[2025-12-03T21:02:46.180207] [DEBUG] [REMOTE    ] FIS: Fetching historical data.
[2025-12-03T21:02:46.181657] [INFO ] [main      ] Progress: 700/965 forecasts completed (72.5%). AIRS finished in 0.6s. ETA: 44.2s. Rate: 360.09 forecasts/min
[2025-12-03T21:02:46.192498] [DEBUG] [REMOTE    ] FIS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:46.193681] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 4 features, N/A% accuracy
[2025-12-03T21:02:46.193736] [INFO ] [LOCAL     ] FIS: Loaded 4 optimal features with 50.30% confidence from JSON config
[2025-12-03T21:02:46.193767] [DEBUG] [MAG       ] Building data for symbol: FIS with lookback: 0
[2025-12-03T21:02:46.194564] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:46.194644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:46.199405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:46.200224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:46.220481] [DEBUG] [MAG       ] ICOP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:46.250040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:46.251408] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:46.297102] [INFO ] [LOCAL     ] ICOP: Saved forecast.
[2025-12-03T21:02:46.297167] [INFO ] [main      ] ICOP: Signal=1 (Conf=80.0%), Magnitude=-0.21% (Conf=62.2853%)
[2025-12-03T21:02:46.297515] [INFO ] [main      ] Progress: 701/965 forecasts completed (72.6%). ICOP finished in 0.6s. ETA: 44.0s. Rate: 360.25 forecasts/min
[2025-12-03T21:02:46.297660] [INFO ] [main      ] Fetching symbol history for NISN...
[2025-12-03T21:02:46.297702] [DEBUG] [REMOTE    ] NISN: Fetching historical data.
[2025-12-03T21:02:46.309281] [DEBUG] [REMOTE    ] NISN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:46.310446] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, N/A% accuracy
[2025-12-03T21:02:46.310497] [INFO ] [LOCAL     ] NISN: Loaded 1 optimal features with 55.29% confidence from JSON config
[2025-12-03T21:02:46.310527] [DEBUG] [MAG       ] Building data for symbol: NISN with lookback: 0
[2025-12-03T21:02:46.311322] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:46.311379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:46.315182] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:46.327448] [DEBUG] [MAG       ] AAON: Last date is validated at 2025-12-03
[2025-12-03T21:02:46.455428] [DEBUG] [MAG       ] MKSI: Last date is validated at 2025-12-03
[2025-12-03T21:02:46.526132] [DEBUG] [MAG       ] AAON: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:46.594549] [DEBUG] [MAG       ] FIS: Last date is validated at 2025-12-03
[2025-12-03T21:02:46.624857] [DEBUG] [MAG       ] MKSI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:46.657051] [DEBUG] [MAG       ] NISN: Last date is validated at 2025-12-03
[2025-12-03T21:02:46.662599] [INFO ] [LOCAL     ] AAON: Saved forecast.
[2025-12-03T21:02:46.662669] [INFO ] [main      ] AAON: Signal=1 (Conf=80.0%), Magnitude=6.37% (Conf=57.2377%)
[2025-12-03T21:02:46.663031] [INFO ] [main      ] Fetching symbol history for SFBS...
[2025-12-03T21:02:46.663083] [DEBUG] [REMOTE    ] SFBS: Fetching historical data.
[2025-12-03T21:02:46.664655] [INFO ] [main      ] Progress: 702/965 forecasts completed (72.7%). AAON finished in 0.7s. ETA: 43.9s. Rate: 359.63 forecasts/min
[2025-12-03T21:02:46.675467] [DEBUG] [REMOTE    ] SFBS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:46.676613] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 6 features, N/A% accuracy
[2025-12-03T21:02:46.676666] [INFO ] [LOCAL     ] SFBS: Loaded 6 optimal features with 40.01% confidence from JSON config
[2025-12-03T21:02:46.676696] [DEBUG] [MAG       ] Building data for symbol: SFBS with lookback: 0
[2025-12-03T21:02:46.677708] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:46.677772] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:46.682980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:46.685195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:46.685931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:46.688981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:46.745499] [INFO ] [LOCAL     ] MKSI: Saved forecast.
[2025-12-03T21:02:46.745562] [INFO ] [main      ] MKSI: Signal=1 (Conf=80.0%), Magnitude=1.58% (Conf=66.4599%)
[2025-12-03T21:02:46.745736] [INFO ] [main      ] Fetching symbol history for STHO...
[2025-12-03T21:02:46.745778] [DEBUG] [REMOTE    ] STHO: Fetching historical data.
[2025-12-03T21:02:46.748651] [INFO ] [main      ] Progress: 703/965 forecasts completed (72.8%). MKSI finished in 0.6s. ETA: 43.7s. Rate: 359.88 forecasts/min
[2025-12-03T21:02:46.757157] [DEBUG] [REMOTE    ] STHO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:46.758178] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 7 features, N/A% accuracy
[2025-12-03T21:02:46.758232] [INFO ] [LOCAL     ] STHO: Loaded 7 optimal features with 57.04% confidence from JSON config
[2025-12-03T21:02:46.758263] [DEBUG] [MAG       ] Building data for symbol: STHO with lookback: 0
[2025-12-03T21:02:46.759111] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:46.759173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:46.764140] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:46.765992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:46.766491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:46.766896] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:46.767670] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:46.768541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:46.771089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:46.779630] [DEBUG] [MAG       ] FIS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:46.808014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:46.809465] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:46.829864] [DEBUG] [MAG       ] NISN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:46.881132] [INFO ] [LOCAL     ] FIS: Saved forecast.
[2025-12-03T21:02:46.881198] [INFO ] [main      ] FIS: Signal=1 (Conf=80.0%), Magnitude=-1.35% (Conf=50.2973%)
[2025-12-03T21:02:46.881540] [INFO ] [main      ] Fetching symbol history for MASI...
[2025-12-03T21:02:46.881606] [DEBUG] [REMOTE    ] MASI: Fetching historical data.
[2025-12-03T21:02:46.881560] [INFO ] [main      ] Progress: 704/965 forecasts completed (73.0%). FIS finished in 0.7s. ETA: 43.5s. Rate: 359.99 forecasts/min
[2025-12-03T21:02:46.892852] [DEBUG] [REMOTE    ] MASI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:46.893952] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 1 features, N/A% accuracy
[2025-12-03T21:02:46.894004] [INFO ] [LOCAL     ] MASI: Loaded 1 optimal features with 62.54% confidence from JSON config
[2025-12-03T21:02:46.894036] [DEBUG] [MAG       ] Building data for symbol: MASI with lookback: 0
[2025-12-03T21:02:46.894823] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:46.894880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:46.899593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:46.900479] [INFO ] [LOCAL     ] NISN: Saved forecast.
[2025-12-03T21:02:46.900542] [INFO ] [main      ] NISN: Signal=1 (Conf=80.0%), Magnitude=8.93% (Conf=55.29%)
[2025-12-03T21:02:46.900925] [INFO ] [main      ] Progress: 705/965 forecasts completed (73.1%). NISN finished in 0.6s. ETA: 43.3s. Rate: 360.44 forecasts/min
[2025-12-03T21:02:46.901047] [INFO ] [main      ] Fetching symbol history for LVS...
[2025-12-03T21:02:46.901088] [DEBUG] [REMOTE    ] LVS: Fetching historical data.
[2025-12-03T21:02:46.912931] [DEBUG] [REMOTE    ] LVS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:46.913694] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 4 features, N/A% accuracy
[2025-12-03T21:02:46.913748] [INFO ] [LOCAL     ] LVS: Loaded 4 optimal features with 52.17% confidence from JSON config
[2025-12-03T21:02:46.913780] [DEBUG] [MAG       ] Building data for symbol: LVS with lookback: 0
[2025-12-03T21:02:46.914552] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:46.914633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:46.919496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:47.029287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:47.031233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:47.032028] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:47.111105] [DEBUG] [MAG       ] STHO: Last date is validated at 2025-12-03
[2025-12-03T21:02:47.195367] [DEBUG] [MAG       ] SFBS: Last date is validated at 2025-12-03
[2025-12-03T21:02:47.253265] [DEBUG] [MAG       ] MASI: Last date is validated at 2025-12-03
[2025-12-03T21:02:47.280159] [DEBUG] [MAG       ] STHO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:47.344138] [INFO ] [LOCAL     ] STHO: Saved forecast.
[2025-12-03T21:02:47.344201] [INFO ] [main      ] STHO: Signal=1 (Conf=80.0%), Magnitude=0.33% (Conf=57.0381%)
[2025-12-03T21:02:47.344541] [INFO ] [main      ] Fetching symbol history for BKH...
[2025-12-03T21:02:47.344606] [DEBUG] [REMOTE    ] BKH: Fetching historical data.
[2025-12-03T21:02:47.345624] [INFO ] [main      ] Progress: 706/965 forecasts completed (73.2%). STHO finished in 0.6s. ETA: 43.2s. Rate: 359.59 forecasts/min
[2025-12-03T21:02:47.356155] [DEBUG] [REMOTE    ] BKH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:47.357257] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 9 features, N/A% accuracy
[2025-12-03T21:02:47.357309] [INFO ] [LOCAL     ] BKH: Loaded 9 optimal features with 55.05% confidence from JSON config
[2025-12-03T21:02:47.357339] [DEBUG] [MAG       ] Building data for symbol: BKH with lookback: 0
[2025-12-03T21:02:47.358143] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:47.358204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:47.362870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:47.364623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:47.365082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:47.365450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:47.383325] [DEBUG] [MAG       ] SFBS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:47.404053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:47.404802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:47.405255] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:47.406350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:47.408405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:47.423226] [DEBUG] [MAG       ] MASI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:47.425203] [DEBUG] [MAG       ] LVS: Last date is validated at 2025-12-03
[2025-12-03T21:02:47.491796] [INFO ] [LOCAL     ] SFBS: Saved forecast.
[2025-12-03T21:02:47.491867] [INFO ] [main      ] SFBS: Signal=1 (Conf=80.0%), Magnitude=-0.57% (Conf=40.0065%)
[2025-12-03T21:02:47.492231] [INFO ] [main      ] Fetching symbol history for DH...
[2025-12-03T21:02:47.492281] [DEBUG] [REMOTE    ] DH: Fetching historical data.
[2025-12-03T21:02:47.492655] [INFO ] [main      ] Progress: 707/965 forecasts completed (73.3%). SFBS finished in 0.8s. ETA: 43.0s. Rate: 359.65 forecasts/min
[2025-12-03T21:02:47.504228] [DEBUG] [REMOTE    ] DH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:47.505402] [DEBUG] [LOCAL     ] Loaded configuration for DH: 8 features, N/A% accuracy
[2025-12-03T21:02:47.505462] [INFO ] [LOCAL     ] DH: Loaded 8 optimal features with 59.60% confidence from JSON config
[2025-12-03T21:02:47.505495] [DEBUG] [MAG       ] Building data for symbol: DH with lookback: 0
[2025-12-03T21:02:47.506403] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:47.506471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:47.511639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:47.513731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:47.514256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:47.514678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:47.515553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:47.517308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:47.536409] [INFO ] [LOCAL     ] MASI: Saved forecast.
[2025-12-03T21:02:47.536473] [INFO ] [main      ] MASI: Signal=1 (Conf=80.0%), Magnitude=-3.66% (Conf=62.5431%)
[2025-12-03T21:02:47.536647] [INFO ] [main      ] Fetching symbol history for BCE...
[2025-12-03T21:02:47.536690] [DEBUG] [REMOTE    ] BCE: Fetching historical data.
[2025-12-03T21:02:47.538663] [INFO ] [main      ] Progress: 708/965 forecasts completed (73.4%). MASI finished in 0.7s. ETA: 42.8s. Rate: 360.02 forecasts/min
[2025-12-03T21:02:47.548277] [DEBUG] [REMOTE    ] BCE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:47.549147] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 7 features, N/A% accuracy
[2025-12-03T21:02:47.549196] [INFO ] [LOCAL     ] BCE: Loaded 7 optimal features with 50.03% confidence from JSON config
[2025-12-03T21:02:47.549225] [DEBUG] [MAG       ] Building data for symbol: BCE with lookback: 0
[2025-12-03T21:02:47.550007] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:47.550067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:47.554919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:47.556698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:47.557166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:47.557539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:47.559196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:47.559688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:47.559954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:47.561060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:47.595624] [DEBUG] [MAG       ] LVS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:47.638126] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:47.692002] [INFO ] [LOCAL     ] LVS: Saved forecast.
[2025-12-03T21:02:47.692066] [INFO ] [main      ] LVS: Signal=1 (Conf=80.0%), Magnitude=0.58% (Conf=52.1725%)
[2025-12-03T21:02:47.692410] [INFO ] [main      ] Progress: 709/965 forecasts completed (73.5%). LVS finished in 0.8s. ETA: 42.7s. Rate: 360.05 forecasts/min
[2025-12-03T21:02:47.692549] [INFO ] [main      ] Fetching symbol history for SUSB...
[2025-12-03T21:02:47.692616] [DEBUG] [REMOTE    ] SUSB: Fetching historical data.
[2025-12-03T21:02:47.703432] [DEBUG] [REMOTE    ] SUSB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:47.704563] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 53 features, N/A% accuracy
[2025-12-03T21:02:47.704633] [INFO ] [LOCAL     ] SUSB: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-03T21:02:47.704663] [DEBUG] [MAG       ] Building data for symbol: SUSB with lookback: 0
[2025-12-03T21:02:47.705451] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-03T21:02:47.705555] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:47.710539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:47.712332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:47.712850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:47.713292] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:47.713711] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:47.714453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:47.715277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:47.717680] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:47.771603] [DEBUG] [MAG       ] BKH: Last date is validated at 2025-12-03
[2025-12-03T21:02:47.827304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:47.829188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:47.868006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:47.869080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:47.918936] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:47.919925] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:47.921205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:47.938786] [DEBUG] [MAG       ] BKH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:47.954272] [DEBUG] [MAG       ] DH: Last date is validated at 2025-12-03
[2025-12-03T21:02:47.982596] [DEBUG] [MAG       ] BCE: Last date is validated at 2025-12-03
[2025-12-03T21:02:47.998422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:47.999315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:48.001127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:48.003823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:48.004907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:48.006842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:48.007560] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:48.011847] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:48.013394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:48.014723] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:48.016247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:48.019178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:48.019861] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:48.020545] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:48.022566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:48.023668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:48.024363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:48.025063] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:02:48.025940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:48.028299] [INFO ] [LOCAL     ] BKH: Saved forecast.
[2025-12-03T21:02:48.028359] [INFO ] [main      ] BKH: Signal=1 (Conf=80.0%), Magnitude=-0.93% (Conf=55.0549%)
[2025-12-03T21:02:48.028919] [INFO ] [main      ] Fetching symbol history for BKE...
[2025-12-03T21:02:48.028970] [DEBUG] [REMOTE    ] BKE: Fetching historical data.
[2025-12-03T21:02:48.029408] [INFO ] [main      ] Progress: 710/965 forecasts completed (73.6%). BKH finished in 0.7s. ETA: 42.6s. Rate: 359.54 forecasts/min
[2025-12-03T21:02:48.029342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:48.031279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:02:48.034599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:48.036890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:48.041089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:48.041265] [DEBUG] [REMOTE    ] BKE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:48.042150] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 6 features, N/A% accuracy
[2025-12-03T21:02:48.042201] [INFO ] [LOCAL     ] BKE: Loaded 6 optimal features with 50.07% confidence from JSON config
[2025-12-03T21:02:48.042231] [DEBUG] [MAG       ] Building data for symbol: BKE with lookback: 0
[2025-12-03T21:02:48.043007] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:48.043066] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:48.044783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:48.045277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:48.045698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:48.046642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:48.047259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:48.047942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:48.059475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:48.060738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:48.062400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:48.063118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:48.064734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:48.066264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:48.067153] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:48.068328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:48.069510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:48.071547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:48.073086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:02:48.075864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:48.077657] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:48.083474] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:48.148750] [DEBUG] [MAG       ] DH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:48.155528] [DEBUG] [MAG       ] BCE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:48.217116] [INFO ] [LOCAL     ] DH: Saved forecast.
[2025-12-03T21:02:48.217190] [INFO ] [main      ] DH: Signal=1 (Conf=80.0%), Magnitude=-1.98% (Conf=59.5998%)
[2025-12-03T21:02:48.217345] [INFO ] [main      ] Fetching symbol history for LND...
[2025-12-03T21:02:48.217388] [DEBUG] [REMOTE    ] LND: Fetching historical data.
[2025-12-03T21:02:48.218626] [INFO ] [main      ] Progress: 711/965 forecasts completed (73.7%). DH finished in 0.7s. ETA: 42.4s. Rate: 359.47 forecasts/min
[2025-12-03T21:02:48.229397] [DEBUG] [REMOTE    ] LND: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:48.230431] [DEBUG] [LOCAL     ] Loaded configuration for LND: 4 features, N/A% accuracy
[2025-12-03T21:02:48.230493] [INFO ] [LOCAL     ] LND: Loaded 4 optimal features with 48.59% confidence from JSON config
[2025-12-03T21:02:48.230527] [DEBUG] [MAG       ] Building data for symbol: LND with lookback: 0
[2025-12-03T21:02:48.231388] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:48.231452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:48.232565] [INFO ] [LOCAL     ] BCE: Saved forecast.
[2025-12-03T21:02:48.232655] [INFO ] [main      ] BCE: Signal=1 (Conf=80.0%), Magnitude=1.61% (Conf=50.0302%)
[2025-12-03T21:02:48.232995] [INFO ] [main      ] Fetching symbol history for FCNCA...
[2025-12-03T21:02:48.233044] [DEBUG] [REMOTE    ] FCNCA: Fetching historical data.
[2025-12-03T21:02:48.233621] [INFO ] [main      ] Progress: 712/965 forecasts completed (73.8%). BCE finished in 0.7s. ETA: 42.2s. Rate: 359.93 forecasts/min
[2025-12-03T21:02:48.236745] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:48.238102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:48.240957] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:48.242036] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:48.246153] [DEBUG] [REMOTE    ] FCNCA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:48.247158] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 9 features, N/A% accuracy
[2025-12-03T21:02:48.247214] [INFO ] [LOCAL     ] FCNCA: Loaded 9 optimal features with 60.61% confidence from JSON config
[2025-12-03T21:02:48.247245] [DEBUG] [MAG       ] Building data for symbol: FCNCA with lookback: 0
[2025-12-03T21:02:48.248200] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:48.248270] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:48.250028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:48.250552] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:48.250959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:48.252962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:48.253491] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:48.254541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:48.256438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:48.257485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:48.258382] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:48.385732] [DEBUG] [MAG       ] BKE: Last date is validated at 2025-12-03
[2025-12-03T21:02:48.424454] [DEBUG] [MAG       ] SUSB: Last date is validated at 2025-12-03
[2025-12-03T21:02:48.554785] [DEBUG] [MAG       ] BKE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:48.597679] [DEBUG] [MAG       ] SUSB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:48.603885] [DEBUG] [MAG       ] FCNCA: Last date is validated at 2025-12-03
[2025-12-03T21:02:48.616149] [DEBUG] [MAG       ] LND: Last date is validated at 2025-12-03
[2025-12-03T21:02:48.634280] [INFO ] [LOCAL     ] BKE: Saved forecast.
[2025-12-03T21:02:48.634348] [INFO ] [main      ] BKE: Signal=1 (Conf=80.0%), Magnitude=2.75% (Conf=50.0694%)
[2025-12-03T21:02:48.634506] [INFO ] [main      ] Fetching symbol history for MMD...
[2025-12-03T21:02:48.634554] [DEBUG] [REMOTE    ] MMD: Fetching historical data.
[2025-12-03T21:02:48.636671] [INFO ] [main      ] Progress: 713/965 forecasts completed (73.9%). BKE finished in 0.6s. ETA: 42.1s. Rate: 359.22 forecasts/min
[2025-12-03T21:02:48.646782] [DEBUG] [REMOTE    ] MMD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:48.647946] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 1 features, N/A% accuracy
[2025-12-03T21:02:48.647999] [INFO ] [LOCAL     ] MMD: Loaded 1 optimal features with 60.94% confidence from JSON config
[2025-12-03T21:02:48.648036] [DEBUG] [MAG       ] Building data for symbol: MMD with lookback: 0
[2025-12-03T21:02:48.648932] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:48.648992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:48.651299] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:48.773020] [DEBUG] [MAG       ] FCNCA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:48.811892] [DEBUG] [MAG       ] LND: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:48.873722] [INFO ] [LOCAL     ] LND: Saved forecast.
[2025-12-03T21:02:48.873797] [INFO ] [main      ] LND: Signal=1 (Conf=80.0%), Magnitude=1.44% (Conf=48.5875%)
[2025-12-03T21:02:48.874140] [INFO ] [main      ] Fetching symbol history for TTWO...
[2025-12-03T21:02:48.874126] [INFO ] [LOCAL     ] SUSB: Saved forecast.
[2025-12-03T21:02:48.874191] [DEBUG] [REMOTE    ] TTWO: Fetching historical data.
[2025-12-03T21:02:48.874197] [INFO ] [main      ] SUSB: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-03T21:02:48.874590] [INFO ] [main      ] Fetching symbol history for KYTX...
[2025-12-03T21:02:48.874643] [DEBUG] [REMOTE    ] KYTX: Fetching historical data.
[2025-12-03T21:02:48.875633] [INFO ] [main      ] Progress: 714/965 forecasts completed (74.0%). LND finished in 0.7s. ETA: 41.9s. Rate: 359.00 forecasts/min
[2025-12-03T21:02:48.875728] [INFO ] [main      ] Progress: 715/965 forecasts completed (74.1%). SUSB finished in 1.2s. ETA: 41.7s. Rate: 359.50 forecasts/min
[2025-12-03T21:02:48.885948] [DEBUG] [REMOTE    ] TTWO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:48.887388] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 2 features, N/A% accuracy
[2025-12-03T21:02:48.887446] [INFO ] [LOCAL     ] TTWO: Loaded 2 optimal features with 62.15% confidence from JSON config
[2025-12-03T21:02:48.887477] [DEBUG] [MAG       ] Building data for symbol: TTWO with lookback: 0
[2025-12-03T21:02:48.887510] [DEBUG] [REMOTE    ] KYTX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:48.888369] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 4 features, N/A% accuracy
[2025-12-03T21:02:48.888426] [INFO ] [LOCAL     ] KYTX: Loaded 4 optimal features with 39.27% confidence from JSON config
[2025-12-03T21:02:48.888457] [DEBUG] [MAG       ] Building data for symbol: KYTX with lookback: 0
[2025-12-03T21:02:48.888388] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:48.888620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:48.889279] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:48.889343] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:48.890316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:48.890850] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:48.894731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:48.976907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:48.980199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:48.981600] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:48.999985] [DEBUG] [MAG       ] MMD: Last date is validated at 2025-12-03
[2025-12-03T21:02:49.007109] [INFO ] [LOCAL     ] FCNCA: Saved forecast.
[2025-12-03T21:02:49.007174] [INFO ] [main      ] FCNCA: Signal=1 (Conf=80.0%), Magnitude=1.26% (Conf=60.613%)
[2025-12-03T21:02:49.007668] [INFO ] [main      ] Fetching symbol history for SDHY...
[2025-12-03T21:02:49.007658] [INFO ] [main      ] Progress: 716/965 forecasts completed (74.2%). FCNCA finished in 0.8s. ETA: 41.5s. Rate: 359.61 forecasts/min
[2025-12-03T21:02:49.007732] [DEBUG] [REMOTE    ] SDHY: Fetching historical data.
[2025-12-03T21:02:49.019143] [DEBUG] [REMOTE    ] SDHY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:49.020208] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 5 features, N/A% accuracy
[2025-12-03T21:02:49.020259] [INFO ] [LOCAL     ] SDHY: Loaded 5 optimal features with 49.99% confidence from JSON config
[2025-12-03T21:02:49.020291] [DEBUG] [MAG       ] Building data for symbol: SDHY with lookback: 0
[2025-12-03T21:02:49.021086] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:49.021147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:49.022794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:49.023280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:49.023710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:49.024457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:49.026747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:49.166874] [DEBUG] [MAG       ] MMD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:49.220694] [INFO ] [LOCAL     ] MMD: Saved forecast.
[2025-12-03T21:02:49.220757] [INFO ] [main      ] MMD: Signal=1 (Conf=80.0%), Magnitude=1.21% (Conf=60.9428%)
[2025-12-03T21:02:49.221115] [INFO ] [main      ] Fetching symbol history for CCIF...
[2025-12-03T21:02:49.221166] [DEBUG] [REMOTE    ] CCIF: Fetching historical data.
[2025-12-03T21:02:49.221968] [INFO ] [main      ] Progress: 717/965 forecasts completed (74.3%). MMD finished in 0.6s. ETA: 41.4s. Rate: 359.46 forecasts/min
[2025-12-03T21:02:49.232829] [DEBUG] [REMOTE    ] CCIF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:49.233904] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 2 features, N/A% accuracy
[2025-12-03T21:02:49.233956] [INFO ] [LOCAL     ] CCIF: Loaded 2 optimal features with 49.10% confidence from JSON config
[2025-12-03T21:02:49.233986] [DEBUG] [MAG       ] Building data for symbol: CCIF with lookback: 0
[2025-12-03T21:02:49.234768] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:49.234825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:49.239712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:02:49.242513] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:49.260512] [DEBUG] [MAG       ] TTWO: Last date is validated at 2025-12-03
[2025-12-03T21:02:49.319414] [DEBUG] [MAG       ] KYTX: Last date is validated at 2025-12-03
[2025-12-03T21:02:49.426725] [DEBUG] [MAG       ] SDHY: Last date is validated at 2025-12-03
[2025-12-03T21:02:49.437466] [DEBUG] [MAG       ] TTWO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:49.489902] [DEBUG] [MAG       ] KYTX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:49.557823] [INFO ] [LOCAL     ] TTWO: Saved forecast.
[2025-12-03T21:02:49.557888] [INFO ] [main      ] TTWO: Signal=1 (Conf=80.0%), Magnitude=1.39% (Conf=62.1477%)
[2025-12-03T21:02:49.558264] [INFO ] [main      ] Fetching symbol history for BSAC...
[2025-12-03T21:02:49.558314] [DEBUG] [REMOTE    ] BSAC: Fetching historical data.
[2025-12-03T21:02:49.559657] [INFO ] [main      ] Progress: 718/965 forecasts completed (74.4%). TTWO finished in 0.7s. ETA: 41.3s. Rate: 358.95 forecasts/min
[2025-12-03T21:02:49.562743] [INFO ] [LOCAL     ] KYTX: Saved forecast.
[2025-12-03T21:02:49.562810] [INFO ] [main      ] KYTX: Signal=1 (Conf=80.0%), Magnitude=-0.64% (Conf=39.274%)
[2025-12-03T21:02:49.563016] [INFO ] [main      ] Fetching symbol history for NCA...
[2025-12-03T21:02:49.563074] [DEBUG] [REMOTE    ] NCA: Fetching historical data.
[2025-12-03T21:02:49.565658] [INFO ] [main      ] Progress: 719/965 forecasts completed (74.5%). KYTX finished in 0.7s. ETA: 41.1s. Rate: 359.43 forecasts/min
[2025-12-03T21:02:49.570337] [DEBUG] [REMOTE    ] BSAC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:49.571342] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 3 features, N/A% accuracy
[2025-12-03T21:02:49.571397] [INFO ] [LOCAL     ] BSAC: Loaded 3 optimal features with 50.65% confidence from JSON config
[2025-12-03T21:02:49.571440] [DEBUG] [MAG       ] Building data for symbol: BSAC with lookback: 0
[2025-12-03T21:02:49.572297] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:49.572356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:49.574929] [DEBUG] [REMOTE    ] NCA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:49.575676] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 9 features, N/A% accuracy
[2025-12-03T21:02:49.575730] [INFO ] [LOCAL     ] NCA: Loaded 9 optimal features with 26.18% confidence from JSON config
[2025-12-03T21:02:49.575761] [DEBUG] [MAG       ] Building data for symbol: NCA with lookback: 0
[2025-12-03T21:02:49.576605] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:49.576672] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:49.577375] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:49.578839] [DEBUG] [MAG       ] CCIF: Last date is validated at 2025-12-03
[2025-12-03T21:02:49.579327] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:49.579866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:49.582181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:49.584089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:49.584621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:49.585535] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:49.601160] [DEBUG] [MAG       ] SDHY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:49.658725] [INFO ] [LOCAL     ] SDHY: Saved forecast.
[2025-12-03T21:02:49.658797] [INFO ] [main      ] SDHY: Signal=1 (Conf=80.0%), Magnitude=0.07% (Conf=49.9891%)
[2025-12-03T21:02:49.659137] [INFO ] [main      ] Fetching symbol history for RFI...
[2025-12-03T21:02:49.659185] [DEBUG] [REMOTE    ] RFI: Fetching historical data.
[2025-12-03T21:02:49.659670] [INFO ] [main      ] Progress: 720/965 forecasts completed (74.6%). SDHY finished in 0.7s. ETA: 40.9s. Rate: 359.65 forecasts/min
[2025-12-03T21:02:49.671554] [DEBUG] [REMOTE    ] RFI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:49.672498] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 6 features, N/A% accuracy
[2025-12-03T21:02:49.672556] [INFO ] [LOCAL     ] RFI: Loaded 6 optimal features with 44.29% confidence from JSON config
[2025-12-03T21:02:49.672615] [DEBUG] [MAG       ] Building data for symbol: RFI with lookback: 0
[2025-12-03T21:02:49.673398] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:49.673458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:49.678288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:49.680117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:49.680599] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:49.681032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:49.681415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:49.682101] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:49.702712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:49.705862] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:49.724231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:49.725358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:49.726539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:49.746453] [DEBUG] [MAG       ] CCIF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:49.803740] [INFO ] [LOCAL     ] CCIF: Saved forecast.
[2025-12-03T21:02:49.803814] [INFO ] [main      ] CCIF: Signal=1 (Conf=80.0%), Magnitude=1.48% (Conf=49.0959%)
[2025-12-03T21:02:49.804188] [INFO ] [main      ] Fetching symbol history for PASG...
[2025-12-03T21:02:49.804241] [DEBUG] [REMOTE    ] PASG: Fetching historical data.
[2025-12-03T21:02:49.804651] [INFO ] [main      ] Progress: 721/965 forecasts completed (74.7%). CCIF finished in 0.6s. ETA: 40.7s. Rate: 359.72 forecasts/min
[2025-12-03T21:02:49.815527] [DEBUG] [REMOTE    ] PASG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:49.817387] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 7 features, N/A% accuracy
[2025-12-03T21:02:49.817448] [INFO ] [LOCAL     ] PASG: Loaded 7 optimal features with 55.92% confidence from JSON config
[2025-12-03T21:02:49.817479] [DEBUG] [MAG       ] Building data for symbol: PASG with lookback: 0
[2025-12-03T21:02:49.818336] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:49.818398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:49.823353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:49.825190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:49.825720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:49.826108] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:49.911226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:49.912243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:49.913439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:49.941050] [DEBUG] [MAG       ] BSAC: Last date is validated at 2025-12-03
[2025-12-03T21:02:50.029753] [DEBUG] [MAG       ] RFI: Last date is validated at 2025-12-03
[2025-12-03T21:02:50.065047] [DEBUG] [MAG       ] NCA: Last date is validated at 2025-12-03
[2025-12-03T21:02:50.140249] [DEBUG] [MAG       ] BSAC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:50.204786] [DEBUG] [MAG       ] RFI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:50.207754] [INFO ] [LOCAL     ] BSAC: Saved forecast.
[2025-12-03T21:02:50.207821] [INFO ] [main      ] BSAC: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=50.652%)
[2025-12-03T21:02:50.208204] [INFO ] [main      ] Fetching symbol history for NRG...
[2025-12-03T21:02:50.208257] [DEBUG] [REMOTE    ] NRG: Fetching historical data.
[2025-12-03T21:02:50.209654] [INFO ] [main      ] Progress: 722/965 forecasts completed (74.8%). BSAC finished in 0.6s. ETA: 40.6s. Rate: 359.01 forecasts/min
[2025-12-03T21:02:50.219779] [DEBUG] [REMOTE    ] NRG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:50.220857] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 3 features, N/A% accuracy
[2025-12-03T21:02:50.220915] [INFO ] [LOCAL     ] NRG: Loaded 3 optimal features with 61.04% confidence from JSON config
[2025-12-03T21:02:50.220949] [DEBUG] [MAG       ] Building data for symbol: NRG with lookback: 0
[2025-12-03T21:02:50.221757] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:50.221817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:50.223114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:50.224744] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:50.226379] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:50.230714] [DEBUG] [MAG       ] NCA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:50.245423] [DEBUG] [MAG       ] PASG: Last date is validated at 2025-12-03
[2025-12-03T21:02:50.264545] [INFO ] [LOCAL     ] RFI: Saved forecast.
[2025-12-03T21:02:50.264635] [INFO ] [main      ] RFI: Signal=1 (Conf=80.0%), Magnitude=0.95% (Conf=44.2902%)
[2025-12-03T21:02:50.264798] [INFO ] [main      ] Fetching symbol history for INSM...
[2025-12-03T21:02:50.264840] [DEBUG] [REMOTE    ] INSM: Fetching historical data.
[2025-12-03T21:02:50.265907] [INFO ] [main      ] Progress: 723/965 forecasts completed (74.9%). RFI finished in 0.6s. ETA: 40.4s. Rate: 359.34 forecasts/min
[2025-12-03T21:02:50.276430] [DEBUG] [REMOTE    ] INSM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:50.277447] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 8 features, N/A% accuracy
[2025-12-03T21:02:50.277504] [INFO ] [LOCAL     ] INSM: Loaded 8 optimal features with 68.63% confidence from JSON config
[2025-12-03T21:02:50.277536] [DEBUG] [MAG       ] Building data for symbol: INSM with lookback: 0
[2025-12-03T21:02:50.278399] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:50.278461] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:50.280137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:50.280655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:50.281028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:50.295251] [INFO ] [LOCAL     ] NCA: Saved forecast.
[2025-12-03T21:02:50.295321] [INFO ] [main      ] NCA: Signal=1 (Conf=80.0%), Magnitude=-1.03% (Conf=26.1771%)
[2025-12-03T21:02:50.295687] [INFO ] [main      ] Progress: 724/965 forecasts completed (75.0%). NCA finished in 0.7s. ETA: 40.2s. Rate: 359.75 forecasts/min
[2025-12-03T21:02:50.295811] [INFO ] [main      ] Fetching symbol history for SOJD...
[2025-12-03T21:02:50.295852] [DEBUG] [REMOTE    ] SOJD: Fetching historical data.
[2025-12-03T21:02:50.307129] [DEBUG] [REMOTE    ] SOJD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:50.308291] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, N/A% accuracy
[2025-12-03T21:02:50.308355] [INFO ] [LOCAL     ] SOJD: Loaded 4 optimal features with 49.77% confidence from JSON config
[2025-12-03T21:02:50.308387] [DEBUG] [MAG       ] Building data for symbol: SOJD with lookback: 0
[2025-12-03T21:02:50.309525] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:50.309603] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:50.311917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:50.312982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:50.314950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:50.320526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:50.327838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:50.329450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:50.330093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:50.332900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:50.350439] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:50.410265] [DEBUG] [MAG       ] PASG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:50.569021] [DEBUG] [MAG       ] NRG: Last date is validated at 2025-12-03
[2025-12-03T21:02:50.583693] [INFO ] [LOCAL     ] PASG: Saved forecast.
[2025-12-03T21:02:50.583763] [INFO ] [main      ] PASG: Signal=1 (Conf=80.0%), Magnitude=10.41% (Conf=55.9158%)
[2025-12-03T21:02:50.584105] [INFO ] [main      ] Fetching symbol history for ABCB...
[2025-12-03T21:02:50.584155] [DEBUG] [REMOTE    ] ABCB: Fetching historical data.
[2025-12-03T21:02:50.584782] [INFO ] [main      ] Progress: 725/965 forecasts completed (75.1%). PASG finished in 0.8s. ETA: 40.1s. Rate: 359.38 forecasts/min
[2025-12-03T21:02:50.595774] [DEBUG] [REMOTE    ] ABCB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:50.597111] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 9 features, N/A% accuracy
[2025-12-03T21:02:50.597163] [INFO ] [LOCAL     ] ABCB: Loaded 9 optimal features with 58.83% confidence from JSON config
[2025-12-03T21:02:50.597193] [DEBUG] [MAG       ] Building data for symbol: ABCB with lookback: 0
[2025-12-03T21:02:50.598183] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:50.598242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:50.600150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:50.600667] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:50.601094] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:50.601468] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:50.603110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:50.603733] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:50.604370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:50.606357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:50.608345] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:50.669955] [DEBUG] [MAG       ] SOJD: Last date is validated at 2025-12-03
[2025-12-03T21:02:50.700530] [DEBUG] [MAG       ] INSM: Last date is validated at 2025-12-03
[2025-12-03T21:02:50.734564] [DEBUG] [MAG       ] NRG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:50.841499] [INFO ] [LOCAL     ] NRG: Saved forecast.
[2025-12-03T21:02:50.841584] [INFO ] [main      ] NRG: Signal=1 (Conf=80.0%), Magnitude=-0.39% (Conf=61.0403%)
[2025-12-03T21:02:50.842005] [INFO ] [main      ] Fetching symbol history for AIO...
[2025-12-03T21:02:50.842055] [DEBUG] [REMOTE    ] AIO: Fetching historical data.
[2025-12-03T21:02:50.842668] [INFO ] [main      ] Progress: 726/965 forecasts completed (75.2%). NRG finished in 0.6s. ETA: 39.9s. Rate: 359.11 forecasts/min
[2025-12-03T21:02:50.847274] [DEBUG] [MAG       ] SOJD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:50.853096] [DEBUG] [REMOTE    ] AIO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:50.854138] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 3 features, N/A% accuracy
[2025-12-03T21:02:50.854189] [INFO ] [LOCAL     ] AIO: Loaded 3 optimal features with 49.78% confidence from JSON config
[2025-12-03T21:02:50.854219] [DEBUG] [MAG       ] Building data for symbol: AIO with lookback: 0
[2025-12-03T21:02:50.855001] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:50.855060] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:50.857678] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:50.861914] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:50.863018] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:50.873152] [DEBUG] [MAG       ] INSM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:50.915014] [INFO ] [LOCAL     ] SOJD: Saved forecast.
[2025-12-03T21:02:50.915099] [INFO ] [main      ] SOJD: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=49.7675%)
[2025-12-03T21:02:50.915523] [INFO ] [main      ] Fetching symbol history for AXS...
[2025-12-03T21:02:50.915595] [DEBUG] [REMOTE    ] AXS: Fetching historical data.
[2025-12-03T21:02:50.915556] [INFO ] [main      ] Progress: 727/965 forecasts completed (75.3%). SOJD finished in 0.6s. ETA: 39.7s. Rate: 359.39 forecasts/min
[2025-12-03T21:02:50.927931] [DEBUG] [REMOTE    ] AXS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:50.928929] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 1 features, N/A% accuracy
[2025-12-03T21:02:50.928992] [INFO ] [LOCAL     ] AXS: Loaded 1 optimal features with 58.03% confidence from JSON config
[2025-12-03T21:02:50.929023] [DEBUG] [MAG       ] Building data for symbol: AXS with lookback: 0
[2025-12-03T21:02:50.930061] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:50.930143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:50.935436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:50.951727] [DEBUG] [MAG       ] ABCB: Last date is validated at 2025-12-03
[2025-12-03T21:02:50.998160] [INFO ] [LOCAL     ] INSM: Saved forecast.
[2025-12-03T21:02:50.998232] [INFO ] [main      ] INSM: Signal=1 (Conf=80.0%), Magnitude=1.03% (Conf=68.6307%)
[2025-12-03T21:02:50.998753] [INFO ] [main      ] Fetching symbol history for KBWP...
[2025-12-03T21:02:50.998799] [DEBUG] [REMOTE    ] KBWP: Fetching historical data.
[2025-12-03T21:02:50.999860] [INFO ] [main      ] Progress: 728/965 forecasts completed (75.4%). INSM finished in 0.7s. ETA: 39.5s. Rate: 359.64 forecasts/min
[2025-12-03T21:02:51.011355] [DEBUG] [REMOTE    ] KBWP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:51.012276] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 4 features, N/A% accuracy
[2025-12-03T21:02:51.012334] [INFO ] [LOCAL     ] KBWP: Loaded 4 optimal features with 63.63% confidence from JSON config
[2025-12-03T21:02:51.012369] [DEBUG] [MAG       ] Building data for symbol: KBWP with lookback: 0
[2025-12-03T21:02:51.013191] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:51.013254] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:51.014181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:51.063779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:51.077775] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:51.078559] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:51.119760] [DEBUG] [MAG       ] ABCB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:51.203871] [DEBUG] [MAG       ] AIO: Last date is validated at 2025-12-03
[2025-12-03T21:02:51.211453] [INFO ] [LOCAL     ] ABCB: Saved forecast.
[2025-12-03T21:02:51.211518] [INFO ] [main      ] ABCB: Signal=1 (Conf=80.0%), Magnitude=0.44% (Conf=58.8348%)
[2025-12-03T21:02:51.211854] [INFO ] [main      ] Fetching symbol history for VKQ...
[2025-12-03T21:02:51.211904] [DEBUG] [REMOTE    ] VKQ: Fetching historical data.
[2025-12-03T21:02:51.212654] [INFO ] [main      ] Progress: 729/965 forecasts completed (75.5%). ABCB finished in 0.6s. ETA: 39.4s. Rate: 359.50 forecasts/min
[2025-12-03T21:02:51.222698] [DEBUG] [REMOTE    ] VKQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:51.223793] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 4 features, N/A% accuracy
[2025-12-03T21:02:51.223843] [INFO ] [LOCAL     ] VKQ: Loaded 4 optimal features with 56.71% confidence from JSON config
[2025-12-03T21:02:51.223873] [DEBUG] [MAG       ] Building data for symbol: VKQ with lookback: 0
[2025-12-03T21:02:51.224646] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:51.225015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:51.225879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:51.228304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:51.279687] [DEBUG] [MAG       ] AXS: Last date is validated at 2025-12-03
[2025-12-03T21:02:51.335122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:51.376928] [DEBUG] [MAG       ] AIO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:51.385665] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:51.417783] [DEBUG] [MAG       ] KBWP: Last date is validated at 2025-12-03
[2025-12-03T21:02:51.445718] [DEBUG] [MAG       ] AXS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:51.514639] [INFO ] [LOCAL     ] AIO: Saved forecast.
[2025-12-03T21:02:51.514714] [INFO ] [main      ] AIO: Signal=1 (Conf=80.0%), Magnitude=0.37% (Conf=49.776%)
[2025-12-03T21:02:51.514865] [INFO ] [main      ] Fetching symbol history for VOD...
[2025-12-03T21:02:51.514908] [DEBUG] [REMOTE    ] VOD: Fetching historical data.
[2025-12-03T21:02:51.516654] [INFO ] [main      ] Progress: 730/965 forecasts completed (75.6%). AIO finished in 0.7s. ETA: 39.3s. Rate: 359.10 forecasts/min
[2025-12-03T21:02:51.527067] [DEBUG] [REMOTE    ] VOD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:51.528333] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 7 features, N/A% accuracy
[2025-12-03T21:02:51.528391] [INFO ] [LOCAL     ] VOD: Loaded 7 optimal features with 47.04% confidence from JSON config
[2025-12-03T21:02:51.528421] [DEBUG] [MAG       ] Building data for symbol: VOD with lookback: 0
[2025-12-03T21:02:51.529279] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:51.529345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:51.534222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:51.535288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:51.538716] [INFO ] [LOCAL     ] AXS: Saved forecast.
[2025-12-03T21:02:51.538781] [INFO ] [main      ] AXS: Signal=1 (Conf=80.0%), Magnitude=-0.30% (Conf=58.033%)
[2025-12-03T21:02:51.539146] [INFO ] [main      ] Progress: 731/965 forecasts completed (75.8%). AXS finished in 0.6s. ETA: 39.1s. Rate: 359.52 forecasts/min
[2025-12-03T21:02:51.539274] [INFO ] [main      ] Fetching symbol history for HSCS...
[2025-12-03T21:02:51.539315] [DEBUG] [REMOTE    ] HSCS: Fetching historical data.
[2025-12-03T21:02:51.550046] [DEBUG] [REMOTE    ] HSCS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:51.551037] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, N/A% accuracy
[2025-12-03T21:02:51.551088] [INFO ] [LOCAL     ] HSCS: Loaded 2 optimal features with 51.36% confidence from JSON config
[2025-12-03T21:02:51.551118] [DEBUG] [MAG       ] Building data for symbol: HSCS with lookback: 0
[2025-12-03T21:02:51.551905] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:51.551962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:51.556739] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:51.558422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:51.574086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:51.575522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:51.590001] [DEBUG] [MAG       ] KBWP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:51.650261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:51.652511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:51.654751] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:51.691146] [INFO ] [LOCAL     ] KBWP: Saved forecast.
[2025-12-03T21:02:51.691215] [INFO ] [main      ] KBWP: Signal=1 (Conf=80.0%), Magnitude=-0.67% (Conf=63.6291%)
[2025-12-03T21:02:51.691378] [INFO ] [main      ] Fetching symbol history for DTG...
[2025-12-03T21:02:51.691423] [DEBUG] [REMOTE    ] DTG: Fetching historical data.
[2025-12-03T21:02:51.691862] [INFO ] [main      ] Progress: 732/965 forecasts completed (75.9%). KBWP finished in 0.7s. ETA: 38.9s. Rate: 359.56 forecasts/min
[2025-12-03T21:02:51.703873] [DEBUG] [REMOTE    ] DTG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:51.704818] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 2 features, N/A% accuracy
[2025-12-03T21:02:51.704874] [INFO ] [LOCAL     ] DTG: Loaded 2 optimal features with 44.60% confidence from JSON config
[2025-12-03T21:02:51.704904] [DEBUG] [MAG       ] Building data for symbol: DTG with lookback: 0
[2025-12-03T21:02:51.705693] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:51.705751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:51.710684] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:51.712593] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:51.721857] [DEBUG] [MAG       ] VKQ: Last date is validated at 2025-12-03
[2025-12-03T21:02:51.887810] [DEBUG] [MAG       ] VKQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:51.892497] [DEBUG] [MAG       ] HSCS: Last date is validated at 2025-12-03
[2025-12-03T21:02:51.943405] [INFO ] [LOCAL     ] VKQ: Saved forecast.
[2025-12-03T21:02:51.943467] [INFO ] [main      ] VKQ: Signal=1 (Conf=80.0%), Magnitude=0.54% (Conf=56.7137%)
[2025-12-03T21:02:51.943636] [INFO ] [main      ] Fetching symbol history for STNE...
[2025-12-03T21:02:51.943681] [DEBUG] [REMOTE    ] STNE: Fetching historical data.
[2025-12-03T21:02:51.944847] [INFO ] [main      ] Progress: 733/965 forecasts completed (76.0%). VKQ finished in 0.7s. ETA: 38.7s. Rate: 359.31 forecasts/min
[2025-12-03T21:02:51.955607] [DEBUG] [REMOTE    ] STNE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:51.956656] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 2 features, N/A% accuracy
[2025-12-03T21:02:51.956707] [INFO ] [LOCAL     ] STNE: Loaded 2 optimal features with 62.56% confidence from JSON config
[2025-12-03T21:02:51.956737] [DEBUG] [MAG       ] Building data for symbol: STNE with lookback: 0
[2025-12-03T21:02:51.957493] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:51.957549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:51.962300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:51.964025] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:52.034455] [DEBUG] [MAG       ] VOD: Last date is validated at 2025-12-03
[2025-12-03T21:02:52.053850] [DEBUG] [MAG       ] DTG: Last date is validated at 2025-12-03
[2025-12-03T21:02:52.060020] [DEBUG] [MAG       ] HSCS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:52.121550] [INFO ] [LOCAL     ] HSCS: Saved forecast.
[2025-12-03T21:02:52.121642] [INFO ] [main      ] HSCS: Signal=1 (Conf=80.0%), Magnitude=1.12% (Conf=51.3628%)
[2025-12-03T21:02:52.122196] [INFO ] [main      ] Progress: 734/965 forecasts completed (76.1%). HSCS finished in 0.6s. ETA: 38.6s. Rate: 359.28 forecasts/min
[2025-12-03T21:02:52.122327] [INFO ] [main      ] Fetching symbol history for MSM...
[2025-12-03T21:02:52.122373] [DEBUG] [REMOTE    ] MSM: Fetching historical data.
[2025-12-03T21:02:52.134955] [DEBUG] [REMOTE    ] MSM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:52.135948] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 5 features, N/A% accuracy
[2025-12-03T21:02:52.136002] [INFO ] [LOCAL     ] MSM: Loaded 5 optimal features with 61.32% confidence from JSON config
[2025-12-03T21:02:52.136036] [DEBUG] [MAG       ] Building data for symbol: MSM with lookback: 0
[2025-12-03T21:02:52.136864] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:52.136926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:52.139023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:52.139541] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:52.139968] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:52.143164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:52.144155] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:52.205908] [DEBUG] [MAG       ] VOD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:52.223415] [DEBUG] [MAG       ] DTG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:52.276030] [INFO ] [LOCAL     ] VOD: Saved forecast.
[2025-12-03T21:02:52.276096] [INFO ] [main      ] VOD: Signal=1 (Conf=80.0%), Magnitude=1.04% (Conf=47.0374%)
[2025-12-03T21:02:52.276446] [INFO ] [main      ] Fetching symbol history for HSHP...
[2025-12-03T21:02:52.276496] [DEBUG] [REMOTE    ] HSHP: Fetching historical data.
[2025-12-03T21:02:52.276662] [INFO ] [main      ] Progress: 735/965 forecasts completed (76.2%). VOD finished in 0.8s. ETA: 38.4s. Rate: 359.32 forecasts/min
[2025-12-03T21:02:52.279425] [INFO ] [LOCAL     ] DTG: Saved forecast.
[2025-12-03T21:02:52.279490] [INFO ] [main      ] DTG: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=44.5993%)
[2025-12-03T21:02:52.279668] [INFO ] [main      ] Fetching symbol history for BMRA...
[2025-12-03T21:02:52.279713] [DEBUG] [REMOTE    ] BMRA: Fetching historical data.
[2025-12-03T21:02:52.280610] [INFO ] [main      ] Progress: 736/965 forecasts completed (76.3%). DTG finished in 0.6s. ETA: 38.2s. Rate: 359.79 forecasts/min
[2025-12-03T21:02:52.289103] [DEBUG] [REMOTE    ] HSHP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:52.290211] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 5 features, N/A% accuracy
[2025-12-03T21:02:52.290263] [INFO ] [LOCAL     ] HSHP: Loaded 5 optimal features with 50.51% confidence from JSON config
[2025-12-03T21:02:52.290294] [DEBUG] [MAG       ] Building data for symbol: HSHP with lookback: 0
[2025-12-03T21:02:52.290860] [DEBUG] [REMOTE    ] BMRA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:52.291130] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:52.291223] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:52.291763] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 2 features, N/A% accuracy
[2025-12-03T21:02:52.291816] [INFO ] [LOCAL     ] BMRA: Loaded 2 optimal features with 45.87% confidence from JSON config
[2025-12-03T21:02:52.291847] [DEBUG] [MAG       ] Building data for symbol: BMRA with lookback: 0
[2025-12-03T21:02:52.292648] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:52.292705] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:52.295994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:52.296937] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:52.299302] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:52.299998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:52.301030] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:52.308453] [DEBUG] [MAG       ] STNE: Last date is validated at 2025-12-03
[2025-12-03T21:02:52.407249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:52.446858] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:52.484371] [DEBUG] [MAG       ] STNE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:52.489794] [DEBUG] [MAG       ] MSM: Last date is validated at 2025-12-03
[2025-12-03T21:02:52.551738] [INFO ] [LOCAL     ] STNE: Saved forecast.
[2025-12-03T21:02:52.551805] [INFO ] [main      ] STNE: Signal=1 (Conf=80.0%), Magnitude=-6.63% (Conf=62.5645%)
[2025-12-03T21:02:52.551971] [INFO ] [main      ] Fetching symbol history for MOFG...
[2025-12-03T21:02:52.552012] [DEBUG] [REMOTE    ] MOFG: Fetching historical data.
[2025-12-03T21:02:52.553658] [INFO ] [main      ] Progress: 737/965 forecasts completed (76.4%). STNE finished in 0.6s. ETA: 38.1s. Rate: 359.48 forecasts/min
[2025-12-03T21:02:52.565743] [DEBUG] [REMOTE    ] MOFG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:52.566822] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 6 features, N/A% accuracy
[2025-12-03T21:02:52.566873] [INFO ] [LOCAL     ] MOFG: Loaded 6 optimal features with 40.42% confidence from JSON config
[2025-12-03T21:02:52.566903] [DEBUG] [MAG       ] Building data for symbol: MOFG with lookback: 0
[2025-12-03T21:02:52.567667] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:52.567725] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:52.572367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:52.574103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:52.574558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:52.575000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:52.648521] [DEBUG] [MAG       ] HSHP: Last date is validated at 2025-12-03
[2025-12-03T21:02:52.657321] [DEBUG] [MAG       ] MSM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:52.683779] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:52.685651] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:52.753516] [INFO ] [LOCAL     ] MSM: Saved forecast.
[2025-12-03T21:02:52.753607] [INFO ] [main      ] MSM: Signal=1 (Conf=80.0%), Magnitude=-1.50% (Conf=61.3249%)
[2025-12-03T21:02:52.753958] [INFO ] [main      ] Progress: 738/965 forecasts completed (76.5%). MSM finished in 0.6s. ETA: 37.9s. Rate: 359.39 forecasts/min
[2025-12-03T21:02:52.754083] [INFO ] [main      ] Fetching symbol history for UHAL...
[2025-12-03T21:02:52.754124] [DEBUG] [REMOTE    ] UHAL: Fetching historical data.
[2025-12-03T21:02:52.765032] [DEBUG] [REMOTE    ] UHAL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:52.766054] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 3 features, N/A% accuracy
[2025-12-03T21:02:52.766115] [INFO ] [LOCAL     ] UHAL: Loaded 3 optimal features with 54.06% confidence from JSON config
[2025-12-03T21:02:52.766146] [DEBUG] [MAG       ] Building data for symbol: UHAL with lookback: 0
[2025-12-03T21:02:52.766922] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:52.766978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:52.767694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:52.768410] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:52.770060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:52.782299] [DEBUG] [MAG       ] BMRA: Last date is validated at 2025-12-03
[2025-12-03T21:02:52.820109] [DEBUG] [MAG       ] HSHP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:52.884066] [INFO ] [LOCAL     ] HSHP: Saved forecast.
[2025-12-03T21:02:52.884134] [INFO ] [main      ] HSHP: Signal=1 (Conf=80.0%), Magnitude=-3.36% (Conf=50.5097%)
[2025-12-03T21:02:52.884480] [INFO ] [main      ] Fetching symbol history for SSTK...
[2025-12-03T21:02:52.884528] [DEBUG] [REMOTE    ] SSTK: Fetching historical data.
[2025-12-03T21:02:52.884664] [INFO ] [main      ] Progress: 739/965 forecasts completed (76.6%). HSHP finished in 0.6s. ETA: 37.7s. Rate: 359.49 forecasts/min
[2025-12-03T21:02:52.897494] [DEBUG] [REMOTE    ] SSTK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:52.898665] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 4 features, N/A% accuracy
[2025-12-03T21:02:52.898719] [INFO ] [LOCAL     ] SSTK: Loaded 4 optimal features with 54.66% confidence from JSON config
[2025-12-03T21:02:52.898750] [DEBUG] [MAG       ] Building data for symbol: SSTK with lookback: 0
[2025-12-03T21:02:52.899509] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:52.899601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:52.901279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:52.901825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:52.902451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:52.906634] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:52.954239] [DEBUG] [MAG       ] BMRA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:53.016535] [DEBUG] [MAG       ] MOFG: Last date is validated at 2025-12-03
[2025-12-03T21:02:53.018940] [INFO ] [LOCAL     ] BMRA: Saved forecast.
[2025-12-03T21:02:53.019003] [INFO ] [main      ] BMRA: Signal=1 (Conf=80.0%), Magnitude=-0.45% (Conf=45.8696%)
[2025-12-03T21:02:53.019351] [INFO ] [main      ] Fetching symbol history for KNSA...
[2025-12-03T21:02:53.019400] [DEBUG] [REMOTE    ] KNSA: Fetching historical data.
[2025-12-03T21:02:53.020649] [INFO ] [main      ] Progress: 740/965 forecasts completed (76.7%). BMRA finished in 0.7s. ETA: 37.5s. Rate: 359.58 forecasts/min
[2025-12-03T21:02:53.030528] [DEBUG] [REMOTE    ] KNSA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:53.031457] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, N/A% accuracy
[2025-12-03T21:02:53.031507] [INFO ] [LOCAL     ] KNSA: Loaded 3 optimal features with 60.06% confidence from JSON config
[2025-12-03T21:02:53.031537] [DEBUG] [MAG       ] Building data for symbol: KNSA with lookback: 0
[2025-12-03T21:02:53.032301] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:53.032359] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:53.034006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:53.034492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:53.107825] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:53.111978] [DEBUG] [MAG       ] UHAL: Last date is validated at 2025-12-03
[2025-12-03T21:02:53.183372] [DEBUG] [MAG       ] MOFG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:53.256587] [DEBUG] [MAG       ] SSTK: Last date is validated at 2025-12-03
[2025-12-03T21:02:53.276355] [INFO ] [LOCAL     ] MOFG: Saved forecast.
[2025-12-03T21:02:53.276419] [INFO ] [main      ] MOFG: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=40.416%)
[2025-12-03T21:02:53.276860] [INFO ] [main      ] Fetching symbol history for MPAA...
[2025-12-03T21:02:53.276912] [DEBUG] [REMOTE    ] MPAA: Fetching historical data.
[2025-12-03T21:02:53.277662] [INFO ] [main      ] Progress: 741/965 forecasts completed (76.8%). MOFG finished in 0.7s. ETA: 37.4s. Rate: 359.32 forecasts/min
[2025-12-03T21:02:53.278799] [DEBUG] [MAG       ] UHAL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:53.287458] [DEBUG] [REMOTE    ] MPAA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:53.288529] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 7 features, N/A% accuracy
[2025-12-03T21:02:53.288601] [INFO ] [LOCAL     ] MPAA: Loaded 7 optimal features with 58.56% confidence from JSON config
[2025-12-03T21:02:53.288652] [DEBUG] [MAG       ] Building data for symbol: MPAA with lookback: 0
[2025-12-03T21:02:53.289396] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:53.289458] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:53.291117] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:53.291612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:53.292032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:53.292405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:53.293284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:53.294887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:53.295966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:53.363239] [INFO ] [LOCAL     ] UHAL: Saved forecast.
[2025-12-03T21:02:53.363308] [INFO ] [main      ] UHAL: Signal=1 (Conf=80.0%), Magnitude=2.14% (Conf=54.0618%)
[2025-12-03T21:02:53.363702] [INFO ] [main      ] Fetching symbol history for VYX...
[2025-12-03T21:02:53.363753] [DEBUG] [REMOTE    ] VYX: Fetching historical data.
[2025-12-03T21:02:53.364652] [INFO ] [main      ] Progress: 742/965 forecasts completed (76.9%). UHAL finished in 0.6s. ETA: 37.2s. Rate: 359.55 forecasts/min
[2025-12-03T21:02:53.376276] [DEBUG] [REMOTE    ] VYX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:53.377333] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 5 features, N/A% accuracy
[2025-12-03T21:02:53.377385] [INFO ] [LOCAL     ] VYX: Loaded 5 optimal features with 52.64% confidence from JSON config
[2025-12-03T21:02:53.377417] [DEBUG] [MAG       ] Building data for symbol: VYX with lookback: 0
[2025-12-03T21:02:53.378270] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:53.378331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:53.380068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:53.380927] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:53.381315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:53.424108] [DEBUG] [MAG       ] SSTK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:53.448492] [DEBUG] [MAG       ] KNSA: Last date is validated at 2025-12-03
[2025-12-03T21:02:53.493435] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:53.511453] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:53.511773] [INFO ] [LOCAL     ] SSTK: Saved forecast.
[2025-12-03T21:02:53.511842] [INFO ] [main      ] SSTK: Signal=1 (Conf=80.0%), Magnitude=-1.36% (Conf=54.6645%)
[2025-12-03T21:02:53.512008] [INFO ] [main      ] Fetching symbol history for PUMP...
[2025-12-03T21:02:53.512058] [DEBUG] [REMOTE    ] PUMP: Fetching historical data.
[2025-12-03T21:02:53.513203] [INFO ] [main      ] Progress: 743/965 forecasts completed (77.0%). SSTK finished in 0.6s. ETA: 37.0s. Rate: 359.60 forecasts/min
[2025-12-03T21:02:53.527459] [DEBUG] [REMOTE    ] PUMP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:53.528431] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 5 features, N/A% accuracy
[2025-12-03T21:02:53.528494] [INFO ] [LOCAL     ] PUMP: Loaded 5 optimal features with 56.44% confidence from JSON config
[2025-12-03T21:02:53.528530] [DEBUG] [MAG       ] Building data for symbol: PUMP with lookback: 0
[2025-12-03T21:02:53.529807] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:53.529872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:53.534771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:53.536568] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:53.537084] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:53.537478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:53.538184] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:53.627295] [DEBUG] [MAG       ] KNSA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:53.652623] [DEBUG] [MAG       ] MPAA: Last date is validated at 2025-12-03
[2025-12-03T21:02:53.720468] [INFO ] [LOCAL     ] KNSA: Saved forecast.
[2025-12-03T21:02:53.720533] [INFO ] [main      ] KNSA: Signal=1 (Conf=80.0%), Magnitude=-0.75% (Conf=60.0604%)
[2025-12-03T21:02:53.720704] [INFO ] [main      ] Fetching symbol history for CWD...
[2025-12-03T21:02:53.720747] [DEBUG] [REMOTE    ] CWD: Fetching historical data.
[2025-12-03T21:02:53.722695] [INFO ] [main      ] Progress: 744/965 forecasts completed (77.1%). KNSA finished in 0.7s. ETA: 36.9s. Rate: 359.48 forecasts/min
[2025-12-03T21:02:53.732353] [DEBUG] [REMOTE    ] CWD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:53.733349] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 9 features, N/A% accuracy
[2025-12-03T21:02:53.733399] [INFO ] [LOCAL     ] CWD: Loaded 9 optimal features with 45.28% confidence from JSON config
[2025-12-03T21:02:53.733430] [DEBUG] [MAG       ] Building data for symbol: CWD with lookback: 0
[2025-12-03T21:02:53.734238] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:53.734301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:53.739206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:53.741047] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:53.741511] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:53.741913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:53.821940] [DEBUG] [MAG       ] MPAA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:53.853332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:53.863311] [DEBUG] [MAG       ] VYX: Last date is validated at 2025-12-03
[2025-12-03T21:02:53.891988] [DEBUG] [MAG       ] PUMP: Last date is validated at 2025-12-03
[2025-12-03T21:02:53.892893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:53.894191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:53.895239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:53.895929] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:53.973169] [INFO ] [LOCAL     ] MPAA: Saved forecast.
[2025-12-03T21:02:53.973238] [INFO ] [main      ] MPAA: Signal=1 (Conf=80.0%), Magnitude=-0.71% (Conf=58.5634%)
[2025-12-03T21:02:53.973399] [INFO ] [main      ] Fetching symbol history for BA...
[2025-12-03T21:02:53.973450] [DEBUG] [REMOTE    ] BA: Fetching historical data.
[2025-12-03T21:02:53.974652] [INFO ] [main      ] Progress: 745/965 forecasts completed (77.2%). MPAA finished in 0.7s. ETA: 36.7s. Rate: 359.24 forecasts/min
[2025-12-03T21:02:53.987363] [DEBUG] [REMOTE    ] BA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:53.988392] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, N/A% accuracy
[2025-12-03T21:02:53.988451] [INFO ] [LOCAL     ] BA: Loaded 1 optimal features with 47.49% confidence from JSON config
[2025-12-03T21:02:53.988484] [DEBUG] [MAG       ] Building data for symbol: BA with lookback: 0
[2025-12-03T21:02:53.989313] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:53.989370] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:53.990358] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:54.040793] [DEBUG] [MAG       ] VYX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:54.070353] [DEBUG] [MAG       ] PUMP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:54.112302] [INFO ] [LOCAL     ] VYX: Saved forecast.
[2025-12-03T21:02:54.112394] [INFO ] [main      ] VYX: Signal=1 (Conf=80.0%), Magnitude=3.54% (Conf=52.6362%)
[2025-12-03T21:02:54.112774] [INFO ] [main      ] Fetching symbol history for KNSL...
[2025-12-03T21:02:54.113013] [DEBUG] [REMOTE    ] KNSL: Fetching historical data.
[2025-12-03T21:02:54.113649] [INFO ] [main      ] Progress: 746/965 forecasts completed (77.3%). VYX finished in 0.7s. ETA: 36.6s. Rate: 359.32 forecasts/min
[2025-12-03T21:02:54.126004] [DEBUG] [REMOTE    ] KNSL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:54.127142] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, N/A% accuracy
[2025-12-03T21:02:54.127202] [INFO ] [LOCAL     ] KNSL: Loaded 3 optimal features with 51.82% confidence from JSON config
[2025-12-03T21:02:54.127236] [DEBUG] [MAG       ] Building data for symbol: KNSL with lookback: 0
[2025-12-03T21:02:54.128309] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:54.128373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:54.133418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:54.152415] [INFO ] [LOCAL     ] PUMP: Saved forecast.
[2025-12-03T21:02:54.152507] [INFO ] [main      ] PUMP: Signal=1 (Conf=80.0%), Magnitude=3.90% (Conf=56.4431%)
[2025-12-03T21:02:54.153002] [INFO ] [main      ] Fetching symbol history for RGP...
[2025-12-03T21:02:54.153072] [DEBUG] [REMOTE    ] RGP: Fetching historical data.
[2025-12-03T21:02:54.153617] [INFO ] [main      ] Progress: 747/965 forecasts completed (77.4%). PUMP finished in 0.6s. ETA: 36.4s. Rate: 359.68 forecasts/min
[2025-12-03T21:02:54.169313] [DEBUG] [REMOTE    ] RGP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:54.170349] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 9 features, N/A% accuracy
[2025-12-03T21:02:54.170429] [INFO ] [LOCAL     ] RGP: Loaded 9 optimal features with 47.10% confidence from JSON config
[2025-12-03T21:02:54.170488] [DEBUG] [MAG       ] Building data for symbol: RGP with lookback: 0
[2025-12-03T21:02:54.171658] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:02:54.171741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:54.174298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:54.175056] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:54.175694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:54.175922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:54.176251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:54.177014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:54.177393] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:54.178648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:54.180969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:54.181924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:54.187716] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:54.229729] [DEBUG] [MAG       ] CWD: Last date is validated at 2025-12-03
[2025-12-03T21:02:54.382682] [DEBUG] [MAG       ] BA: Last date is validated at 2025-12-03
[2025-12-03T21:02:54.395911] [DEBUG] [MAG       ] CWD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:54.499121] [INFO ] [LOCAL     ] CWD: Saved forecast.
[2025-12-03T21:02:54.499189] [INFO ] [main      ] CWD: Signal=1 (Conf=80.0%), Magnitude=12.36% (Conf=45.2766%)
[2025-12-03T21:02:54.499554] [INFO ] [main      ] Progress: 748/965 forecasts completed (77.5%). CWD finished in 0.8s. ETA: 36.3s. Rate: 359.17 forecasts/min
[2025-12-03T21:02:54.499654] [INFO ] [main      ] Fetching symbol history for AIFF...
[2025-12-03T21:02:54.499750] [DEBUG] [REMOTE    ] AIFF: Fetching historical data.
[2025-12-03T21:02:54.511009] [DEBUG] [REMOTE    ] AIFF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:54.511870] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, N/A% accuracy
[2025-12-03T21:02:54.511921] [INFO ] [LOCAL     ] AIFF: Loaded 4 optimal features with 50.26% confidence from JSON config
[2025-12-03T21:02:54.511950] [DEBUG] [MAG       ] Building data for symbol: AIFF with lookback: 0
[2025-12-03T21:02:54.512714] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:54.512774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:54.514420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:54.514929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:54.515304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:54.516051] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:54.519096] [DEBUG] [MAG       ] KNSL: Last date is validated at 2025-12-03
[2025-12-03T21:02:54.560393] [DEBUG] [MAG       ] RGP: Last date is validated at 2025-12-03
[2025-12-03T21:02:54.565899] [DEBUG] [MAG       ] BA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:54.680685] [INFO ] [LOCAL     ] BA: Saved forecast.
[2025-12-03T21:02:54.680750] [INFO ] [main      ] BA: Signal=1 (Conf=80.0%), Magnitude=0.77% (Conf=47.4883%)
[2025-12-03T21:02:54.680919] [INFO ] [main      ] Fetching symbol history for OKE...
[2025-12-03T21:02:54.680969] [DEBUG] [REMOTE    ] OKE: Fetching historical data.
[2025-12-03T21:02:54.681883] [INFO ] [main      ] Progress: 749/965 forecasts completed (77.6%). BA finished in 0.7s. ETA: 36.1s. Rate: 359.12 forecasts/min
[2025-12-03T21:02:54.685941] [DEBUG] [MAG       ] KNSL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:54.692619] [DEBUG] [REMOTE    ] OKE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:54.693503] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 7 features, N/A% accuracy
[2025-12-03T21:02:54.693555] [INFO ] [LOCAL     ] OKE: Loaded 7 optimal features with 55.51% confidence from JSON config
[2025-12-03T21:02:54.694281] [DEBUG] [MAG       ] Building data for symbol: OKE with lookback: 0
[2025-12-03T21:02:54.695213] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:54.695282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:54.699662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:54.700258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:54.700701] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:54.701503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:54.703215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:54.704247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:54.705627] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:54.745755] [DEBUG] [MAG       ] RGP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:54.807289] [INFO ] [LOCAL     ] RGP: Saved forecast.
[2025-12-03T21:02:54.807353] [INFO ] [main      ] RGP: Signal=1 (Conf=80.0%), Magnitude=1.11% (Conf=47.1033%)
[2025-12-03T21:02:54.807705] [INFO ] [main      ] Fetching symbol history for BIB...
[2025-12-03T21:02:54.807758] [DEBUG] [REMOTE    ] BIB: Fetching historical data.
[2025-12-03T21:02:54.808675] [INFO ] [main      ] Progress: 750/965 forecasts completed (77.7%). RGP finished in 0.7s. ETA: 35.9s. Rate: 359.24 forecasts/min
[2025-12-03T21:02:54.819226] [DEBUG] [REMOTE    ] BIB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:54.820427] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 5 features, N/A% accuracy
[2025-12-03T21:02:54.820487] [INFO ] [LOCAL     ] BIB: Loaded 5 optimal features with 63.34% confidence from JSON config
[2025-12-03T21:02:54.820518] [DEBUG] [MAG       ] Building data for symbol: BIB with lookback: 0
[2025-12-03T21:02:54.821308] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:54.821368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:54.826119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:54.827392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:54.828414] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:54.829838] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:54.832429] [INFO ] [LOCAL     ] KNSL: Saved forecast.
[2025-12-03T21:02:54.832493] [INFO ] [main      ] KNSL: Signal=1 (Conf=80.0%), Magnitude=-0.69% (Conf=51.8231%)
[2025-12-03T21:02:54.832855] [INFO ] [main      ] Progress: 751/965 forecasts completed (77.8%). KNSL finished in 0.7s. ETA: 35.7s. Rate: 359.65 forecasts/min
[2025-12-03T21:02:54.832974] [INFO ] [main      ] Fetching symbol history for BLKB...
[2025-12-03T21:02:54.833016] [DEBUG] [REMOTE    ] BLKB: Fetching historical data.
[2025-12-03T21:02:54.836186] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:54.844160] [DEBUG] [REMOTE    ] BLKB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:54.845363] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, N/A% accuracy
[2025-12-03T21:02:54.845414] [INFO ] [LOCAL     ] BLKB: Loaded 2 optimal features with 59.70% confidence from JSON config
[2025-12-03T21:02:54.845446] [DEBUG] [MAG       ] Building data for symbol: BLKB with lookback: 0
[2025-12-03T21:02:54.846220] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:54.846279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:54.846917] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:54.847709] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:54.855458] [DEBUG] [MAG       ] AIFF: Last date is validated at 2025-12-03
[2025-12-03T21:02:55.022386] [DEBUG] [MAG       ] AIFF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:55.080001] [DEBUG] [MAG       ] OKE: Last date is validated at 2025-12-03
[2025-12-03T21:02:55.115831] [INFO ] [LOCAL     ] AIFF: Saved forecast.
[2025-12-03T21:02:55.115894] [INFO ] [main      ] AIFF: Signal=1 (Conf=80.0%), Magnitude=-0.46% (Conf=50.2641%)
[2025-12-03T21:02:55.116237] [INFO ] [main      ] Fetching symbol history for CBRE...
[2025-12-03T21:02:55.116285] [DEBUG] [REMOTE    ] CBRE: Fetching historical data.
[2025-12-03T21:02:55.116620] [INFO ] [main      ] Progress: 752/965 forecasts completed (77.9%). AIFF finished in 0.6s. ETA: 35.6s. Rate: 359.31 forecasts/min
[2025-12-03T21:02:55.127605] [DEBUG] [REMOTE    ] CBRE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:55.128615] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 5 features, N/A% accuracy
[2025-12-03T21:02:55.128675] [INFO ] [LOCAL     ] CBRE: Loaded 5 optimal features with 60.35% confidence from JSON config
[2025-12-03T21:02:55.128707] [DEBUG] [MAG       ] Building data for symbol: CBRE with lookback: 0
[2025-12-03T21:02:55.129473] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:55.129533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:55.134419] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:55.135229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:55.137533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:55.138282] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:55.139587] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:55.186358] [DEBUG] [MAG       ] BLKB: Last date is validated at 2025-12-03
[2025-12-03T21:02:55.193477] [DEBUG] [MAG       ] BIB: Last date is validated at 2025-12-03
[2025-12-03T21:02:55.250560] [DEBUG] [MAG       ] OKE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:55.353758] [DEBUG] [MAG       ] BLKB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:55.355757] [INFO ] [LOCAL     ] OKE: Saved forecast.
[2025-12-03T21:02:55.355825] [INFO ] [main      ] OKE: Signal=1 (Conf=80.0%), Magnitude=2.97% (Conf=55.507%)
[2025-12-03T21:02:55.356160] [INFO ] [main      ] Fetching symbol history for PFH...
[2025-12-03T21:02:55.356209] [DEBUG] [REMOTE    ] PFH: Fetching historical data.
[2025-12-03T21:02:55.357645] [INFO ] [main      ] Progress: 753/965 forecasts completed (78.0%). OKE finished in 0.7s. ETA: 35.4s. Rate: 359.10 forecasts/min
[2025-12-03T21:02:55.367689] [DEBUG] [REMOTE    ] PFH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:55.368774] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 4 features, N/A% accuracy
[2025-12-03T21:02:55.368844] [INFO ] [LOCAL     ] PFH: Loaded 4 optimal features with 54.33% confidence from JSON config
[2025-12-03T21:02:55.368875] [DEBUG] [MAG       ] Building data for symbol: PFH with lookback: 0
[2025-12-03T21:02:55.369680] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:55.369738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:55.374396] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:55.375358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:55.377728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:55.377669] [DEBUG] [MAG       ] BIB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:55.451673] [INFO ] [LOCAL     ] BLKB: Saved forecast.
[2025-12-03T21:02:55.451737] [INFO ] [main      ] BLKB: Signal=1 (Conf=80.0%), Magnitude=4.16% (Conf=59.7%)
[2025-12-03T21:02:55.452065] [INFO ] [main      ] Progress: 754/965 forecasts completed (78.1%). BLKB finished in 0.6s. ETA: 35.2s. Rate: 359.31 forecasts/min
[2025-12-03T21:02:55.452185] [INFO ] [main      ] Fetching symbol history for SOGP...
[2025-12-03T21:02:55.452226] [DEBUG] [REMOTE    ] SOGP: Fetching historical data.
[2025-12-03T21:02:55.463965] [DEBUG] [REMOTE    ] SOGP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:55.465015] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 4 features, N/A% accuracy
[2025-12-03T21:02:55.465069] [INFO ] [LOCAL     ] SOGP: Loaded 4 optimal features with 48.05% confidence from JSON config
[2025-12-03T21:02:55.465101] [DEBUG] [MAG       ] Building data for symbol: SOGP with lookback: 0
[2025-12-03T21:02:55.465917] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:55.465978] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:55.467757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:55.468316] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:55.468757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:55.469639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:55.474326] [INFO ] [LOCAL     ] BIB: Saved forecast.
[2025-12-03T21:02:55.474392] [INFO ] [main      ] BIB: Signal=1 (Conf=80.0%), Magnitude=2.83% (Conf=63.3405%)
[2025-12-03T21:02:55.474763] [INFO ] [main      ] Fetching symbol history for PSF...
[2025-12-03T21:02:55.474813] [DEBUG] [REMOTE    ] PSF: Fetching historical data.
[2025-12-03T21:02:55.475648] [INFO ] [main      ] Progress: 755/965 forecasts completed (78.2%). BIB finished in 0.7s. ETA: 35.0s. Rate: 359.72 forecasts/min
[2025-12-03T21:02:55.480131] [DEBUG] [MAG       ] CBRE: Last date is validated at 2025-12-03
[2025-12-03T21:02:55.485677] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:55.486449] [DEBUG] [REMOTE    ] PSF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:55.487456] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 4 features, N/A% accuracy
[2025-12-03T21:02:55.487509] [INFO ] [LOCAL     ] PSF: Loaded 4 optimal features with 61.99% confidence from JSON config
[2025-12-03T21:02:55.487540] [DEBUG] [MAG       ] Building data for symbol: PSF with lookback: 0
[2025-12-03T21:02:55.488544] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:55.488632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:55.489497] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:55.490784] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:55.493456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:55.494654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:55.646289] [DEBUG] [MAG       ] CBRE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:55.759615] [INFO ] [LOCAL     ] CBRE: Saved forecast.
[2025-12-03T21:02:55.759689] [INFO ] [main      ] CBRE: Signal=1 (Conf=80.0%), Magnitude=0.36% (Conf=60.355%)
[2025-12-03T21:02:55.760102] [INFO ] [main      ] Fetching symbol history for COLB...
[2025-12-03T21:02:55.760164] [DEBUG] [REMOTE    ] COLB: Fetching historical data.
[2025-12-03T21:02:55.760627] [INFO ] [main      ] Progress: 756/965 forecasts completed (78.3%). CBRE finished in 0.6s. ETA: 34.9s. Rate: 359.38 forecasts/min
[2025-12-03T21:02:55.772447] [DEBUG] [REMOTE    ] COLB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:55.773454] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 3 features, N/A% accuracy
[2025-12-03T21:02:55.773511] [INFO ] [LOCAL     ] COLB: Loaded 3 optimal features with 52.72% confidence from JSON config
[2025-12-03T21:02:55.773543] [DEBUG] [MAG       ] Building data for symbol: COLB with lookback: 0
[2025-12-03T21:02:55.774350] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:55.774409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:55.775339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:55.776600] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:55.777237] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:55.814036] [DEBUG] [MAG       ] SOGP: Last date is validated at 2025-12-03
[2025-12-03T21:02:55.823772] [DEBUG] [MAG       ] PFH: Last date is validated at 2025-12-03
[2025-12-03T21:02:55.834195] [DEBUG] [MAG       ] PSF: Last date is validated at 2025-12-03
[2025-12-03T21:02:55.991525] [DEBUG] [MAG       ] PFH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:55.995451] [DEBUG] [MAG       ] SOGP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:56.001153] [DEBUG] [MAG       ] PSF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:56.053727] [INFO ] [LOCAL     ] PFH: Saved forecast.
[2025-12-03T21:02:56.053801] [INFO ] [main      ] PFH: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=54.3252%)
[2025-12-03T21:02:56.054136] [INFO ] [main      ] Fetching symbol history for SNX...
[2025-12-03T21:02:56.054185] [DEBUG] [REMOTE    ] SNX: Fetching historical data.
[2025-12-03T21:02:56.055116] [INFO ] [main      ] Progress: 757/965 forecasts completed (78.4%). PFH finished in 0.7s. ETA: 34.8s. Rate: 359.02 forecasts/min
[2025-12-03T21:02:56.059668] [INFO ] [LOCAL     ] PSF: Saved forecast.
[2025-12-03T21:02:56.059736] [INFO ] [main      ] PSF: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=61.9887%)
[2025-12-03T21:02:56.060075] [INFO ] [main      ] Fetching symbol history for PRDO...
[2025-12-03T21:02:56.060085] [INFO ] [main      ] Progress: 758/965 forecasts completed (78.5%). PSF finished in 0.6s. ETA: 34.5s. Rate: 359.48 forecasts/min
[2025-12-03T21:02:56.060124] [DEBUG] [REMOTE    ] PRDO: Fetching historical data.
[2025-12-03T21:02:56.066194] [DEBUG] [REMOTE    ] SNX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:56.067401] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, N/A% accuracy
[2025-12-03T21:02:56.067454] [INFO ] [LOCAL     ] SNX: Loaded 3 optimal features with 50.74% confidence from JSON config
[2025-12-03T21:02:56.067485] [DEBUG] [MAG       ] Building data for symbol: SNX with lookback: 0
[2025-12-03T21:02:56.068294] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:02:56.068353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:56.072181] [DEBUG] [REMOTE    ] PRDO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:56.072878] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 4 features, N/A% accuracy
[2025-12-03T21:02:56.072928] [INFO ] [LOCAL     ] PRDO: Loaded 4 optimal features with 48.63% confidence from JSON config
[2025-12-03T21:02:56.072958] [DEBUG] [MAG       ] Building data for symbol: PRDO with lookback: 0
[2025-12-03T21:02:56.073382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:56.073726] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:56.073785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:56.078589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:56.079400] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:56.113534] [INFO ] [LOCAL     ] SOGP: Saved forecast.
[2025-12-03T21:02:56.113613] [INFO ] [main      ] SOGP: Signal=1 (Conf=80.0%), Magnitude=-4.30% (Conf=48.052%)
[2025-12-03T21:02:56.113961] [INFO ] [main      ] Progress: 759/965 forecasts completed (78.7%). SOGP finished in 0.7s. ETA: 34.4s. Rate: 359.80 forecasts/min
[2025-12-03T21:02:56.114172] [INFO ] [main      ] Fetching symbol history for SIRI...
[2025-12-03T21:02:56.114226] [DEBUG] [REMOTE    ] SIRI: Fetching historical data.
[2025-12-03T21:02:56.117883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:56.121869] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:56.126156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:56.127043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:56.129259] [DEBUG] [REMOTE    ] SIRI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:56.130273] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 6 features, N/A% accuracy
[2025-12-03T21:02:56.130332] [INFO ] [LOCAL     ] SIRI: Loaded 6 optimal features with 54.30% confidence from JSON config
[2025-12-03T21:02:56.130380] [DEBUG] [MAG       ] Building data for symbol: SIRI with lookback: 0
[2025-12-03T21:02:56.131332] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:56.131403] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:56.133449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:56.134077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:56.134542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:56.137411] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:56.139834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:56.140705] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:56.144786] [DEBUG] [MAG       ] COLB: Last date is validated at 2025-12-03
[2025-12-03T21:02:56.311346] [DEBUG] [MAG       ] COLB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:56.387460] [INFO ] [LOCAL     ] COLB: Saved forecast.
[2025-12-03T21:02:56.387526] [INFO ] [main      ] COLB: Signal=1 (Conf=80.0%), Magnitude=-0.44% (Conf=52.7236%)
[2025-12-03T21:02:56.387980] [INFO ] [main      ] Fetching symbol history for DINO...
[2025-12-03T21:02:56.388030] [DEBUG] [REMOTE    ] DINO: Fetching historical data.
[2025-12-03T21:02:56.388657] [INFO ] [main      ] Progress: 760/965 forecasts completed (78.8%). COLB finished in 0.6s. ETA: 34.2s. Rate: 359.49 forecasts/min
[2025-12-03T21:02:56.399670] [DEBUG] [REMOTE    ] DINO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:56.400541] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 7 features, N/A% accuracy
[2025-12-03T21:02:56.400610] [INFO ] [LOCAL     ] DINO: Loaded 7 optimal features with 58.97% confidence from JSON config
[2025-12-03T21:02:56.400642] [DEBUG] [MAG       ] Building data for symbol: DINO with lookback: 0
[2025-12-03T21:02:56.401404] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:02:56.401465] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:56.406171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:56.407930] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:56.408417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:56.408860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:56.409263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:56.410831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:56.413387] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:56.459010] [DEBUG] [MAG       ] PRDO: Last date is validated at 2025-12-03
[2025-12-03T21:02:56.466449] [DEBUG] [MAG       ] SNX: Last date is validated at 2025-12-03
[2025-12-03T21:02:56.492179] [DEBUG] [MAG       ] SIRI: Last date is validated at 2025-12-03
[2025-12-03T21:02:56.630037] [DEBUG] [MAG       ] PRDO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:56.631928] [DEBUG] [MAG       ] SNX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:56.660490] [DEBUG] [MAG       ] SIRI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:56.713990] [INFO ] [LOCAL     ] PRDO: Saved forecast.
[2025-12-03T21:02:56.714060] [INFO ] [main      ] PRDO: Signal=1 (Conf=80.0%), Magnitude=2.53% (Conf=48.6318%)
[2025-12-03T21:02:56.714443] [INFO ] [main      ] Fetching symbol history for UVE...
[2025-12-03T21:02:56.714493] [DEBUG] [REMOTE    ] UVE: Fetching historical data.
[2025-12-03T21:02:56.714473] [INFO ] [main      ] Progress: 761/965 forecasts completed (78.9%). PRDO finished in 0.7s. ETA: 34.1s. Rate: 359.05 forecasts/min
[2025-12-03T21:02:56.726424] [DEBUG] [REMOTE    ] UVE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:56.727441] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 5 features, N/A% accuracy
[2025-12-03T21:02:56.727493] [INFO ] [LOCAL     ] UVE: Loaded 5 optimal features with 60.41% confidence from JSON config
[2025-12-03T21:02:56.727525] [DEBUG] [MAG       ] Building data for symbol: UVE with lookback: 0
[2025-12-03T21:02:56.728342] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:56.728406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:56.733891] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:56.734709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:56.743345] [INFO ] [LOCAL     ] SNX: Saved forecast.
[2025-12-03T21:02:56.743409] [INFO ] [main      ] SNX: Signal=1 (Conf=80.0%), Magnitude=2.24% (Conf=50.7378%)
[2025-12-03T21:02:56.743567] [INFO ] [main      ] Fetching symbol history for HWKN...
[2025-12-03T21:02:56.743840] [DEBUG] [REMOTE    ] HWKN: Fetching historical data.
[2025-12-03T21:02:56.743920] [INFO ] [main      ] Progress: 762/965 forecasts completed (79.0%). SNX finished in 0.7s. ETA: 33.9s. Rate: 359.43 forecasts/min
[2025-12-03T21:02:56.744204] [INFO ] [LOCAL     ] SIRI: Saved forecast.
[2025-12-03T21:02:56.744255] [INFO ] [main      ] SIRI: Signal=1 (Conf=80.0%), Magnitude=-0.84% (Conf=54.2994%)
[2025-12-03T21:02:56.744410] [INFO ] [main      ] Fetching symbol history for GNOM...
[2025-12-03T21:02:56.744452] [DEBUG] [REMOTE    ] GNOM: Fetching historical data.
[2025-12-03T21:02:56.744615] [INFO ] [main      ] Progress: 763/965 forecasts completed (79.1%). SIRI finished in 0.6s. ETA: 33.7s. Rate: 359.90 forecasts/min
[2025-12-03T21:02:56.749042] [DEBUG] [MAG       ] DINO: Last date is validated at 2025-12-03
[2025-12-03T21:02:56.755785] [DEBUG] [REMOTE    ] HWKN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:56.756230] [DEBUG] [REMOTE    ] GNOM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:56.756621] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 4 features, N/A% accuracy
[2025-12-03T21:02:56.756671] [INFO ] [LOCAL     ] HWKN: Loaded 4 optimal features with 59.90% confidence from JSON config
[2025-12-03T21:02:56.756701] [DEBUG] [MAG       ] Building data for symbol: HWKN with lookback: 0
[2025-12-03T21:02:56.757211] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 6 features, N/A% accuracy
[2025-12-03T21:02:56.757267] [INFO ] [LOCAL     ] GNOM: Loaded 6 optimal features with 63.44% confidence from JSON config
[2025-12-03T21:02:56.757297] [DEBUG] [MAG       ] Building data for symbol: GNOM with lookback: 0
[2025-12-03T21:02:56.757465] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:56.757526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:56.758182] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:56.758558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:56.760214] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:56.760738] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:56.761503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:56.763456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:56.764310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:56.764620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:56.766773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:56.767556] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:56.769112] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:56.770366] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:56.773215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:56.774644] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:56.777518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:56.921150] [DEBUG] [MAG       ] DINO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:57.015719] [INFO ] [LOCAL     ] DINO: Saved forecast.
[2025-12-03T21:02:57.015783] [INFO ] [main      ] DINO: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=58.9684%)
[2025-12-03T21:02:57.016104] [INFO ] [main      ] Fetching symbol history for FTXN...
[2025-12-03T21:02:57.016151] [DEBUG] [REMOTE    ] FTXN: Fetching historical data.
[2025-12-03T21:02:57.016654] [INFO ] [main      ] Progress: 764/965 forecasts completed (79.2%). DINO finished in 0.6s. ETA: 33.5s. Rate: 359.61 forecasts/min
[2025-12-03T21:02:57.029189] [DEBUG] [REMOTE    ] FTXN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:57.030316] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 6 features, N/A% accuracy
[2025-12-03T21:02:57.030368] [INFO ] [LOCAL     ] FTXN: Loaded 6 optimal features with 48.94% confidence from JSON config
[2025-12-03T21:02:57.030400] [DEBUG] [MAG       ] Building data for symbol: FTXN with lookback: 0
[2025-12-03T21:02:57.031179] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:57.031237] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:57.033276] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:57.034167] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:57.034543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:57.037062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:57.111459] [DEBUG] [MAG       ] HWKN: Last date is validated at 2025-12-03
[2025-12-03T21:02:57.115219] [DEBUG] [MAG       ] GNOM: Last date is validated at 2025-12-03
[2025-12-03T21:02:57.136311] [DEBUG] [MAG       ] UVE: Last date is validated at 2025-12-03
[2025-12-03T21:02:57.148036] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:57.149159] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:57.280417] [DEBUG] [MAG       ] HWKN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:57.289013] [DEBUG] [MAG       ] GNOM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:57.311826] [DEBUG] [MAG       ] UVE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:57.393339] [INFO ] [LOCAL     ] UVE: Saved forecast.
[2025-12-03T21:02:57.393407] [INFO ] [main      ] UVE: Signal=1 (Conf=80.0%), Magnitude=-0.22% (Conf=60.4054%)
[2025-12-03T21:02:57.393817] [INFO ] [main      ] Fetching symbol history for DCBO...
[2025-12-03T21:02:57.393877] [DEBUG] [REMOTE    ] DCBO: Fetching historical data.
[2025-12-03T21:02:57.393928] [INFO ] [main      ] Progress: 765/965 forecasts completed (79.3%). UVE finished in 0.7s. ETA: 33.4s. Rate: 359.01 forecasts/min
[2025-12-03T21:02:57.396460] [INFO ] [LOCAL     ] HWKN: Saved forecast.
[2025-12-03T21:02:57.396525] [INFO ] [main      ] HWKN: Signal=1 (Conf=80.0%), Magnitude=3.96% (Conf=59.9022%)
[2025-12-03T21:02:57.396899] [INFO ] [main      ] Progress: 766/965 forecasts completed (79.4%). HWKN finished in 0.7s. ETA: 33.2s. Rate: 359.47 forecasts/min
[2025-12-03T21:02:57.396913] [INFO ] [main      ] Fetching symbol history for CRNX...
[2025-12-03T21:02:57.396961] [DEBUG] [REMOTE    ] CRNX: Fetching historical data.
[2025-12-03T21:02:57.406029] [DEBUG] [REMOTE    ] DCBO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:57.407057] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 5 features, N/A% accuracy
[2025-12-03T21:02:57.407112] [INFO ] [LOCAL     ] DCBO: Loaded 5 optimal features with 57.34% confidence from JSON config
[2025-12-03T21:02:57.407145] [DEBUG] [MAG       ] Building data for symbol: DCBO with lookback: 0
[2025-12-03T21:02:57.407964] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:57.408026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:57.408942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:57.408947] [DEBUG] [REMOTE    ] CRNX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:57.410263] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 6 features, N/A% accuracy
[2025-12-03T21:02:57.410314] [INFO ] [LOCAL     ] CRNX: Loaded 6 optimal features with 45.26% confidence from JSON config
[2025-12-03T21:02:57.410344] [DEBUG] [MAG       ] Building data for symbol: CRNX with lookback: 0
[2025-12-03T21:02:57.411256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:57.411333] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:57.411391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:57.413367] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:57.414663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:57.416113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:57.416199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:57.418013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:57.418710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:57.419080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:57.421348] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:57.422108] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:57.455839] [INFO ] [LOCAL     ] GNOM: Saved forecast.
[2025-12-03T21:02:57.455903] [INFO ] [main      ] GNOM: Signal=1 (Conf=80.0%), Magnitude=-0.43% (Conf=63.4428%)
[2025-12-03T21:02:57.456066] [INFO ] [main      ] Fetching symbol history for IBTG...
[2025-12-03T21:02:57.456110] [DEBUG] [REMOTE    ] IBTG: Fetching historical data.
[2025-12-03T21:02:57.457225] [INFO ] [main      ] Progress: 767/965 forecasts completed (79.5%). GNOM finished in 0.7s. ETA: 33.0s. Rate: 359.77 forecasts/min
[2025-12-03T21:02:57.468779] [DEBUG] [REMOTE    ] IBTG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:57.470023] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 53 features, N/A% accuracy
[2025-12-03T21:02:57.470073] [INFO ] [LOCAL     ] IBTG: Loaded 53 optimal features with 13.53% confidence from JSON config
[2025-12-03T21:02:57.470104] [DEBUG] [MAG       ] Building data for symbol: IBTG with lookback: 0
[2025-12-03T21:02:57.470903] [DEBUG] [FEATURES  ] DataBuilder: Executing 53 feature methods.
[2025-12-03T21:02:57.470999] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:57.475747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:57.477475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:57.477971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:57.478423] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:57.478822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:57.479537] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:57.480356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:57.482747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:02:57.490996] [DEBUG] [MAG       ] FTXN: Last date is validated at 2025-12-03
[2025-12-03T21:02:57.594300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:57.596279] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:02:57.635328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:57.636540] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:57.659321] [DEBUG] [MAG       ] FTXN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:57.679335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:57.680387] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:02:57.681633] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:57.733874] [INFO ] [LOCAL     ] FTXN: Saved forecast.
[2025-12-03T21:02:57.733940] [INFO ] [main      ] FTXN: Signal=1 (Conf=80.0%), Magnitude=1.16% (Conf=48.935%)
[2025-12-03T21:02:57.734292] [INFO ] [main      ] Fetching symbol history for IOSP...
[2025-12-03T21:02:57.734341] [DEBUG] [REMOTE    ] IOSP: Fetching historical data.
[2025-12-03T21:02:57.734655] [INFO ] [main      ] Progress: 768/965 forecasts completed (79.6%). FTXN finished in 0.7s. ETA: 32.9s. Rate: 359.46 forecasts/min
[2025-12-03T21:02:57.745549] [DEBUG] [REMOTE    ] IOSP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:57.746516] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 1 features, N/A% accuracy
[2025-12-03T21:02:57.746588] [INFO ] [LOCAL     ] IOSP: Loaded 1 optimal features with 52.29% confidence from JSON config
[2025-12-03T21:02:57.746622] [DEBUG] [MAG       ] Building data for symbol: IOSP with lookback: 0
[2025-12-03T21:02:57.747378] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:02:57.747434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:57.755304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:57.757071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:57.757929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:57.759783] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:57.762708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:02:57.763613] [DEBUG] [MAG       ] CRNX: Last date is validated at 2025-12-03
[2025-12-03T21:02:57.764159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:57.766293] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:57.767244] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:02:57.771528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:02:57.772703] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:02:57.773373] [DEBUG] [MAG       ] DCBO: Last date is validated at 2025-12-03
[2025-12-03T21:02:57.774008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:02:57.775485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:57.778356] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:57.779009] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:02:57.779712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:02:57.781699] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:57.782797] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:02:57.783467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:02:57.784156] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:02:57.784857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:57.787536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:57.789178] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:02:57.791757] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:02:57.794345] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:02:57.798429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:57.816033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:57.817191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:57.818904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:57.819624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:57.821310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:57.823011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:02:57.823903] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:57.825054] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:57.826243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:57.828413] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:57.829948] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:02:57.833050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:57.834977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:02:57.840896] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:57.937106] [DEBUG] [MAG       ] CRNX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:57.957514] [DEBUG] [MAG       ] DCBO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:58.037367] [INFO ] [LOCAL     ] CRNX: Saved forecast.
[2025-12-03T21:02:58.040879] [INFO ] [main      ] CRNX: Signal=1 (Conf=80.0%), Magnitude=-2.63% (Conf=45.2602%)
[2025-12-03T21:02:58.041204] [INFO ] [main      ] Fetching symbol history for SPH...
[2025-12-03T21:02:58.041253] [DEBUG] [REMOTE    ] SPH: Fetching historical data.
[2025-12-03T21:02:58.042645] [INFO ] [main      ] Progress: 769/965 forecasts completed (79.7%). CRNX finished in 0.6s. ETA: 32.8s. Rate: 359.07 forecasts/min
[2025-12-03T21:02:58.046897] [INFO ] [LOCAL     ] DCBO: Saved forecast.
[2025-12-03T21:02:58.046965] [INFO ] [main      ] DCBO: Signal=1 (Conf=80.0%), Magnitude=-2.10% (Conf=57.336%)
[2025-12-03T21:02:58.047314] [INFO ] [main      ] Fetching symbol history for ALK...
[2025-12-03T21:02:58.047363] [DEBUG] [REMOTE    ] ALK: Fetching historical data.
[2025-12-03T21:02:58.047620] [INFO ] [main      ] Progress: 770/965 forecasts completed (79.8%). DCBO finished in 0.7s. ETA: 32.5s. Rate: 359.52 forecasts/min
[2025-12-03T21:02:58.053201] [DEBUG] [REMOTE    ] SPH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:58.054190] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 5 features, N/A% accuracy
[2025-12-03T21:02:58.054239] [INFO ] [LOCAL     ] SPH: Loaded 5 optimal features with 54.23% confidence from JSON config
[2025-12-03T21:02:58.054270] [DEBUG] [MAG       ] Building data for symbol: SPH with lookback: 0
[2025-12-03T21:02:58.055029] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:58.055088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:58.059738] [DEBUG] [REMOTE    ] ALK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:58.059805] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:58.060710] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 4 features, N/A% accuracy
[2025-12-03T21:02:58.060768] [INFO ] [LOCAL     ] ALK: Loaded 4 optimal features with 52.02% confidence from JSON config
[2025-12-03T21:02:58.060801] [DEBUG] [MAG       ] Building data for symbol: ALK with lookback: 0
[2025-12-03T21:02:58.061526] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:58.061666] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:02:58.061737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:58.061990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:02:58.063444] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:58.063991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:58.064385] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:58.065617] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:58.093765] [DEBUG] [MAG       ] IOSP: Last date is validated at 2025-12-03
[2025-12-03T21:02:58.108885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:58.111688] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:58.178215] [DEBUG] [MAG       ] IBTG: Last date is validated at 2025-12-03
[2025-12-03T21:02:58.265453] [DEBUG] [MAG       ] IOSP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:58.346535] [DEBUG] [MAG       ] IBTG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:58.363702] [INFO ] [LOCAL     ] IOSP: Saved forecast.
[2025-12-03T21:02:58.363769] [INFO ] [main      ] IOSP: Signal=1 (Conf=80.0%), Magnitude=3.48% (Conf=52.2936%)
[2025-12-03T21:02:58.364184] [INFO ] [main      ] Fetching symbol history for ADTN...
[2025-12-03T21:02:58.364250] [DEBUG] [REMOTE    ] ADTN: Fetching historical data.
[2025-12-03T21:02:58.364652] [INFO ] [main      ] Progress: 771/965 forecasts completed (79.9%). IOSP finished in 0.6s. ETA: 32.4s. Rate: 359.10 forecasts/min
[2025-12-03T21:02:58.376569] [DEBUG] [REMOTE    ] ADTN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:58.377921] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 2 features, N/A% accuracy
[2025-12-03T21:02:58.377977] [INFO ] [LOCAL     ] ADTN: Loaded 2 optimal features with 56.19% confidence from JSON config
[2025-12-03T21:02:58.378008] [DEBUG] [MAG       ] Building data for symbol: ADTN with lookback: 0
[2025-12-03T21:02:58.378880] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:58.378939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:02:58.379707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:02:58.380406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:58.419766] [DEBUG] [MAG       ] ALK: Last date is validated at 2025-12-03
[2025-12-03T21:02:58.483304] [DEBUG] [MAG       ] SPH: Last date is validated at 2025-12-03
[2025-12-03T21:02:58.593962] [DEBUG] [MAG       ] ALK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:58.611818] [INFO ] [LOCAL     ] IBTG: Saved forecast.
[2025-12-03T21:02:58.611885] [INFO ] [main      ] IBTG: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=13.5335%)
[2025-12-03T21:02:58.612054] [INFO ] [main      ] Fetching symbol history for WDAY...
[2025-12-03T21:02:58.612098] [DEBUG] [REMOTE    ] WDAY: Fetching historical data.
[2025-12-03T21:02:58.613141] [INFO ] [main      ] Progress: 772/965 forecasts completed (80.0%). IBTG finished in 1.2s. ETA: 32.3s. Rate: 358.88 forecasts/min
[2025-12-03T21:02:58.625095] [DEBUG] [REMOTE    ] WDAY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:58.626405] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 0 features, N/A% accuracy
[2025-12-03T21:02:58.626454] [INFO ] [LOCAL     ] WDAY: Loaded 0 optimal features with 59.84% confidence from JSON config
[2025-12-03T21:02:58.626484] [DEBUG] [MAG       ] Building data for symbol: WDAY with lookback: 0
[2025-12-03T21:02:58.627257] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:02:58.652965] [DEBUG] [MAG       ] SPH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:58.691272] [INFO ] [LOCAL     ] ALK: Saved forecast.
[2025-12-03T21:02:58.691338] [INFO ] [main      ] ALK: Signal=1 (Conf=80.0%), Magnitude=3.24% (Conf=52.0213%)
[2025-12-03T21:02:58.691719] [INFO ] [main      ] Fetching symbol history for CENTA...
[2025-12-03T21:02:58.691776] [DEBUG] [REMOTE    ] CENTA: Fetching historical data.
[2025-12-03T21:02:58.692664] [INFO ] [main      ] Progress: 773/965 forecasts completed (80.1%). ALK finished in 0.6s. ETA: 32.1s. Rate: 359.12 forecasts/min
[2025-12-03T21:02:58.703387] [DEBUG] [REMOTE    ] CENTA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:58.704653] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 6 features, N/A% accuracy
[2025-12-03T21:02:58.704707] [INFO ] [LOCAL     ] CENTA: Loaded 6 optimal features with 69.30% confidence from JSON config
[2025-12-03T21:02:58.704740] [DEBUG] [MAG       ] Building data for symbol: CENTA with lookback: 0
[2025-12-03T21:02:58.705533] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:02:58.705613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:58.710747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:58.712635] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:58.713120] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:58.713510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:02:58.714374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:02:58.716225] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:58.720261] [INFO ] [LOCAL     ] SPH: Saved forecast.
[2025-12-03T21:02:58.720327] [INFO ] [main      ] SPH: Signal=1 (Conf=80.0%), Magnitude=0.53% (Conf=54.2349%)
[2025-12-03T21:02:58.720490] [INFO ] [main      ] Fetching symbol history for FRO...
[2025-12-03T21:02:58.720531] [DEBUG] [REMOTE    ] FRO: Fetching historical data.
[2025-12-03T21:02:58.720876] [INFO ] [main      ] Progress: 774/965 forecasts completed (80.2%). SPH finished in 0.7s. ETA: 31.9s. Rate: 359.51 forecasts/min
[2025-12-03T21:02:58.722087] [DEBUG] [MAG       ] ADTN: Last date is validated at 2025-12-03
[2025-12-03T21:02:58.732088] [DEBUG] [REMOTE    ] FRO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:58.733010] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 2 features, N/A% accuracy
[2025-12-03T21:02:58.733061] [INFO ] [LOCAL     ] FRO: Loaded 2 optimal features with 57.99% confidence from JSON config
[2025-12-03T21:02:58.733091] [DEBUG] [MAG       ] Building data for symbol: FRO with lookback: 0
[2025-12-03T21:02:58.733909] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:02:58.733966] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:02:58.736751] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:02:58.738346] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:58.891469] [DEBUG] [MAG       ] ADTN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:58.956376] [INFO ] [LOCAL     ] ADTN: Saved forecast.
[2025-12-03T21:02:58.956439] [INFO ] [main      ] ADTN: Signal=1 (Conf=80.0%), Magnitude=-7.21% (Conf=56.1913%)
[2025-12-03T21:02:58.956783] [INFO ] [main      ] Fetching symbol history for EXLS...
[2025-12-03T21:02:58.956833] [DEBUG] [REMOTE    ] EXLS: Fetching historical data.
[2025-12-03T21:02:58.956849] [INFO ] [main      ] Progress: 775/965 forecasts completed (80.3%). ADTN finished in 0.6s. ETA: 31.7s. Rate: 359.31 forecasts/min
[2025-12-03T21:02:58.968317] [DEBUG] [REMOTE    ] EXLS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:58.969541] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 5 features, N/A% accuracy
[2025-12-03T21:02:58.969613] [INFO ] [LOCAL     ] EXLS: Loaded 5 optimal features with 59.72% confidence from JSON config
[2025-12-03T21:02:58.969646] [DEBUG] [MAG       ] Building data for symbol: EXLS with lookback: 0
[2025-12-03T21:02:58.970435] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:58.970494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:58.975406] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:58.976306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:02:58.977005] [DEBUG] [MAG       ] WDAY: Last date is validated at 2025-12-03
[2025-12-03T21:02:58.977947] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:02:58.979420] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:02:58.980912] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:59.071663] [DEBUG] [MAG       ] FRO: Last date is validated at 2025-12-03
[2025-12-03T21:02:59.073029] [DEBUG] [MAG       ] CENTA: Last date is validated at 2025-12-03
[2025-12-03T21:02:59.151704] [DEBUG] [MAG       ] WDAY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:59.238571] [DEBUG] [MAG       ] FRO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:59.255438] [DEBUG] [MAG       ] CENTA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:59.288701] [INFO ] [LOCAL     ] WDAY: Saved forecast.
[2025-12-03T21:02:59.288766] [INFO ] [main      ] WDAY: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=59.8436%)
[2025-12-03T21:02:59.289130] [INFO ] [main      ] Fetching symbol history for GDDY...
[2025-12-03T21:02:59.289177] [DEBUG] [REMOTE    ] GDDY: Fetching historical data.
[2025-12-03T21:02:59.289152] [INFO ] [main      ] Progress: 776/965 forecasts completed (80.4%). WDAY finished in 0.7s. ETA: 31.6s. Rate: 358.86 forecasts/min
[2025-12-03T21:02:59.301869] [DEBUG] [REMOTE    ] GDDY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:59.303141] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 5 features, N/A% accuracy
[2025-12-03T21:02:59.303191] [INFO ] [LOCAL     ] GDDY: Loaded 5 optimal features with 58.09% confidence from JSON config
[2025-12-03T21:02:59.303222] [DEBUG] [MAG       ] Building data for symbol: GDDY with lookback: 0
[2025-12-03T21:02:59.304030] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:59.304089] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:59.305939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:59.306653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:02:59.315566] [INFO ] [LOCAL     ] FRO: Saved forecast.
[2025-12-03T21:02:59.315652] [INFO ] [main      ] FRO: Signal=1 (Conf=80.0%), Magnitude=2.93% (Conf=57.9877%)
[2025-12-03T21:02:59.315810] [INFO ] [main      ] Fetching symbol history for GNLX...
[2025-12-03T21:02:59.315851] [DEBUG] [REMOTE    ] GNLX: Fetching historical data.
[2025-12-03T21:02:59.316889] [INFO ] [main      ] Progress: 777/965 forecasts completed (80.5%). FRO finished in 0.6s. ETA: 31.4s. Rate: 359.24 forecasts/min
[2025-12-03T21:02:59.318464] [DEBUG] [MAG       ] EXLS: Last date is validated at 2025-12-03
[2025-12-03T21:02:59.327846] [DEBUG] [REMOTE    ] GNLX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:59.328786] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 8 features, N/A% accuracy
[2025-12-03T21:02:59.328843] [INFO ] [LOCAL     ] GNLX: Loaded 8 optimal features with 57.51% confidence from JSON config
[2025-12-03T21:02:59.328873] [DEBUG] [MAG       ] Building data for symbol: GNLX with lookback: 0
[2025-12-03T21:02:59.329856] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:02:59.329916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:59.334748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:59.336854] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:59.337303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:59.337740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:59.338155] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:02:59.340434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:02:59.343026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:02:59.344908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:59.346029] [INFO ] [LOCAL     ] CENTA: Saved forecast.
[2025-12-03T21:02:59.346096] [INFO ] [main      ] CENTA: Signal=1 (Conf=80.0%), Magnitude=-0.97% (Conf=69.2994%)
[2025-12-03T21:02:59.346441] [INFO ] [main      ] Progress: 778/965 forecasts completed (80.6%). CENTA finished in 0.7s. ETA: 31.2s. Rate: 359.62 forecasts/min
[2025-12-03T21:02:59.346566] [INFO ] [main      ] Fetching symbol history for ASMB...
[2025-12-03T21:02:59.346627] [DEBUG] [REMOTE    ] ASMB: Fetching historical data.
[2025-12-03T21:02:59.358091] [DEBUG] [REMOTE    ] ASMB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:59.359344] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 13 features, N/A% accuracy
[2025-12-03T21:02:59.359403] [INFO ] [LOCAL     ] ASMB: Loaded 13 optimal features with 67.26% confidence from JSON config
[2025-12-03T21:02:59.359460] [DEBUG] [MAG       ] Building data for symbol: ASMB with lookback: 0
[2025-12-03T21:02:59.360502] [DEBUG] [FEATURES  ] DataBuilder: Executing 13 feature methods.
[2025-12-03T21:02:59.360570] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:59.366639] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:59.368663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:59.369168] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:02:59.369632] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:59.370078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:02:59.371428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:02:59.382980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:02:59.383929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:02:59.386842] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:59.389490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:02:59.390624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:02:59.392308] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:02:59.393433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:02:59.394145] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:02:59.395277] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:02:59.397302] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:59.488325] [DEBUG] [MAG       ] EXLS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:59.648020] [INFO ] [LOCAL     ] EXLS: Saved forecast.
[2025-12-03T21:02:59.648120] [INFO ] [main      ] EXLS: Signal=1 (Conf=80.0%), Magnitude=-1.00% (Conf=59.7162%)
[2025-12-03T21:02:59.648491] [INFO ] [main      ] Fetching symbol history for MUSA...
[2025-12-03T21:02:59.648541] [DEBUG] [REMOTE    ] MUSA: Fetching historical data.
[2025-12-03T21:02:59.649652] [INFO ] [main      ] Progress: 779/965 forecasts completed (80.7%). EXLS finished in 0.7s. ETA: 31.1s. Rate: 359.25 forecasts/min
[2025-12-03T21:02:59.659641] [DEBUG] [REMOTE    ] MUSA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:59.660859] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 5 features, N/A% accuracy
[2025-12-03T21:02:59.660910] [INFO ] [LOCAL     ] MUSA: Loaded 5 optimal features with 53.53% confidence from JSON config
[2025-12-03T21:02:59.660952] [DEBUG] [MAG       ] Building data for symbol: MUSA with lookback: 0
[2025-12-03T21:02:59.661725] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:59.661795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:59.666618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:02:59.668459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:02:59.668952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:02:59.669329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:02:59.669958] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:02:59.683592] [DEBUG] [MAG       ] GNLX: Last date is validated at 2025-12-03
[2025-12-03T21:02:59.736552] [DEBUG] [MAG       ] GDDY: Last date is validated at 2025-12-03
[2025-12-03T21:02:59.762699] [DEBUG] [MAG       ] ASMB: Last date is validated at 2025-12-03
[2025-12-03T21:02:59.850139] [DEBUG] [MAG       ] GNLX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:59.910032] [DEBUG] [MAG       ] GDDY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:59.924908] [INFO ] [LOCAL     ] GNLX: Saved forecast.
[2025-12-03T21:02:59.924976] [INFO ] [main      ] GNLX: Signal=1 (Conf=80.0%), Magnitude=6.40% (Conf=57.5057%)
[2025-12-03T21:02:59.925133] [INFO ] [main      ] Fetching symbol history for IAG...
[2025-12-03T21:02:59.925175] [DEBUG] [REMOTE    ] IAG: Fetching historical data.
[2025-12-03T21:02:59.926661] [INFO ] [main      ] Progress: 780/965 forecasts completed (80.8%). GNLX finished in 0.6s. ETA: 30.9s. Rate: 358.94 forecasts/min
[2025-12-03T21:02:59.932864] [DEBUG] [MAG       ] ASMB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:02:59.936895] [DEBUG] [REMOTE    ] IAG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:02:59.938096] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 5 features, N/A% accuracy
[2025-12-03T21:02:59.938150] [INFO ] [LOCAL     ] IAG: Loaded 5 optimal features with 46.94% confidence from JSON config
[2025-12-03T21:02:59.938180] [DEBUG] [MAG       ] Building data for symbol: IAG with lookback: 0
[2025-12-03T21:02:59.939013] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:02:59.939072] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:02:59.943748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:02:59.944592] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:02:59.946049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:02:59.947378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:02:59.948533] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:00.024421] [DEBUG] [MAG       ] MUSA: Last date is validated at 2025-12-03
[2025-12-03T21:03:00.024761] [INFO ] [LOCAL     ] ASMB: Saved forecast.
[2025-12-03T21:03:00.024828] [INFO ] [main      ] ASMB: Signal=1 (Conf=80.0%), Magnitude=-0.93% (Conf=67.2615%)
[2025-12-03T21:03:00.025179] [INFO ] [main      ] Progress: 781/965 forecasts completed (80.9%). ASMB finished in 0.7s. ETA: 30.7s. Rate: 359.13 forecasts/min
[2025-12-03T21:03:00.025304] [INFO ] [main      ] Fetching symbol history for CDTX...
[2025-12-03T21:03:00.025345] [DEBUG] [REMOTE    ] CDTX: Fetching historical data.
[2025-12-03T21:03:00.038251] [DEBUG] [REMOTE    ] CDTX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:00.039512] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 6 features, N/A% accuracy
[2025-12-03T21:03:00.039563] [INFO ] [LOCAL     ] CDTX: Loaded 6 optimal features with 25.31% confidence from JSON config
[2025-12-03T21:03:00.039614] [DEBUG] [MAG       ] Building data for symbol: CDTX with lookback: 0
[2025-12-03T21:03:00.040390] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:00.040462] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:00.041804] [INFO ] [LOCAL     ] GDDY: Saved forecast.
[2025-12-03T21:03:00.041873] [INFO ] [main      ] GDDY: Signal=1 (Conf=80.0%), Magnitude=2.72% (Conf=58.0854%)
[2025-12-03T21:03:00.042135] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:00.042253] [INFO ] [main      ] Fetching symbol history for ISTB...
[2025-12-03T21:03:00.042260] [INFO ] [main      ] Progress: 782/965 forecasts completed (81.0%). GDDY finished in 0.8s. ETA: 30.5s. Rate: 359.54 forecasts/min
[2025-12-03T21:03:00.042315] [DEBUG] [REMOTE    ] ISTB: Fetching historical data.
[2025-12-03T21:03:00.042835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:00.043256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:00.043650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:00.044886] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:00.046821] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:00.054660] [DEBUG] [REMOTE    ] ISTB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:00.055920] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 14 features, N/A% accuracy
[2025-12-03T21:03:00.055985] [INFO ] [LOCAL     ] ISTB: Loaded 14 optimal features with 36.93% confidence from JSON config
[2025-12-03T21:03:00.056019] [DEBUG] [MAG       ] Building data for symbol: ISTB with lookback: 0
[2025-12-03T21:03:00.057025] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-12-03T21:03:00.057101] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:00.059005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:00.059565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:00.060035] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:00.060853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:00.061741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:00.180762] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:00.192183] [DEBUG] [MAG       ] MUSA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:00.220297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:00.223261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:00.224355] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:00.224872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:00.225923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:00.227590] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:00.228706] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:00.229426] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:00.293952] [DEBUG] [MAG       ] IAG: Last date is validated at 2025-12-03
[2025-12-03T21:03:00.348795] [INFO ] [LOCAL     ] MUSA: Saved forecast.
[2025-12-03T21:03:00.348871] [INFO ] [main      ] MUSA: Signal=1 (Conf=80.0%), Magnitude=-0.40% (Conf=53.5256%)
[2025-12-03T21:03:00.349204] [INFO ] [main      ] Fetching symbol history for KFS...
[2025-12-03T21:03:00.349252] [DEBUG] [REMOTE    ] KFS: Fetching historical data.
[2025-12-03T21:03:00.350643] [INFO ] [main      ] Progress: 783/965 forecasts completed (81.1%). MUSA finished in 0.7s. ETA: 30.4s. Rate: 359.16 forecasts/min
[2025-12-03T21:03:00.360312] [DEBUG] [REMOTE    ] KFS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:00.361535] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 5 features, N/A% accuracy
[2025-12-03T21:03:00.361604] [INFO ] [LOCAL     ] KFS: Loaded 5 optimal features with 53.07% confidence from JSON config
[2025-12-03T21:03:00.361647] [DEBUG] [MAG       ] Building data for symbol: KFS with lookback: 0
[2025-12-03T21:03:00.362406] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:00.365771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:00.390090] [DEBUG] [MAG       ] CDTX: Last date is validated at 2025-12-03
[2025-12-03T21:03:00.461960] [DEBUG] [MAG       ] IAG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:00.532013] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:00.533251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:03:00.533950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:00.538547] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:03:00.539323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:00.556233] [INFO ] [LOCAL     ] IAG: Saved forecast.
[2025-12-03T21:03:00.556298] [INFO ] [main      ] IAG: Signal=1 (Conf=80.0%), Magnitude=-0.11% (Conf=46.944%)
[2025-12-03T21:03:00.556450] [INFO ] [main      ] Fetching symbol history for JAKK...
[2025-12-03T21:03:00.556491] [DEBUG] [REMOTE    ] JAKK: Fetching historical data.
[2025-12-03T21:03:00.564647] [INFO ] [main      ] Progress: 784/965 forecasts completed (81.2%). IAG finished in 0.6s. ETA: 30.2s. Rate: 359.03 forecasts/min
[2025-12-03T21:03:00.578118] [DEBUG] [REMOTE    ] JAKK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:00.579325] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, N/A% accuracy
[2025-12-03T21:03:00.579375] [INFO ] [LOCAL     ] JAKK: Loaded 5 optimal features with 60.66% confidence from JSON config
[2025-12-03T21:03:00.579407] [DEBUG] [MAG       ] Building data for symbol: JAKK with lookback: 0
[2025-12-03T21:03:00.580177] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:00.580235] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:00.583890] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:00.587726] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:00.588131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:00.588981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:03:00.589656] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:00.732282] [DEBUG] [MAG       ] ISTB: Last date is validated at 2025-12-03
[2025-12-03T21:03:00.842494] [DEBUG] [MAG       ] CDTX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:00.931139] [DEBUG] [MAG       ] ISTB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:00.935671] [DEBUG] [MAG       ] JAKK: Last date is validated at 2025-12-03
[2025-12-03T21:03:01.007378] [INFO ] [LOCAL     ] ISTB: Saved forecast.
[2025-12-03T21:03:01.007463] [INFO ] [main      ] ISTB: Signal=1 (Conf=80.0%), Magnitude=-0.01% (Conf=36.9344%)
[2025-12-03T21:03:01.007894] [INFO ] [main      ] Progress: 785/965 forecasts completed (81.3%). ISTB finished in 1.0s. ETA: 30.1s. Rate: 358.27 forecasts/min
[2025-12-03T21:03:01.008074] [INFO ] [main      ] Fetching symbol history for IEI...
[2025-12-03T21:03:01.008132] [DEBUG] [REMOTE    ] IEI: Fetching historical data.
[2025-12-03T21:03:01.025144] [DEBUG] [REMOTE    ] IEI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:01.026384] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 4 features, N/A% accuracy
[2025-12-03T21:03:01.026449] [INFO ] [LOCAL     ] IEI: Loaded 4 optimal features with 50.48% confidence from JSON config
[2025-12-03T21:03:01.026490] [DEBUG] [MAG       ] Building data for symbol: IEI with lookback: 0
[2025-12-03T21:03:01.027516] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:01.027608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:01.030770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:01.032770] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:01.033994] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:03:01.036744] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:01.067475] [INFO ] [LOCAL     ] CDTX: Saved forecast.
[2025-12-03T21:03:01.067543] [INFO ] [main      ] CDTX: Signal=1 (Conf=80.0%), Magnitude=5.02% (Conf=25.3109%)
[2025-12-03T21:03:01.067898] [INFO ] [main      ] Fetching symbol history for GH...
[2025-12-03T21:03:01.067947] [DEBUG] [REMOTE    ] GH: Fetching historical data.
[2025-12-03T21:03:01.068628] [INFO ] [main      ] Progress: 786/965 forecasts completed (81.5%). CDTX finished in 1.0s. ETA: 30.0s. Rate: 358.56 forecasts/min
[2025-12-03T21:03:01.082669] [DEBUG] [REMOTE    ] GH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:01.083658] [DEBUG] [LOCAL     ] Loaded configuration for GH: 2 features, N/A% accuracy
[2025-12-03T21:03:01.083714] [INFO ] [LOCAL     ] GH: Loaded 2 optimal features with 53.74% confidence from JSON config
[2025-12-03T21:03:01.083745] [DEBUG] [MAG       ] Building data for symbol: GH with lookback: 0
[2025-12-03T21:03:01.084728] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:01.084785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:01.090074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:01.105379] [DEBUG] [MAG       ] KFS: Last date is validated at 2025-12-03
[2025-12-03T21:03:01.111403] [DEBUG] [MAG       ] JAKK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:01.186885] [INFO ] [LOCAL     ] JAKK: Saved forecast.
[2025-12-03T21:03:01.186949] [INFO ] [main      ] JAKK: Signal=1 (Conf=80.0%), Magnitude=-1.08% (Conf=60.6588%)
[2025-12-03T21:03:01.187345] [INFO ] [main      ] Fetching symbol history for AVO...
[2025-12-03T21:03:01.187395] [DEBUG] [REMOTE    ] AVO: Fetching historical data.
[2025-12-03T21:03:01.187665] [INFO ] [main      ] Progress: 787/965 forecasts completed (81.6%). JAKK finished in 0.6s. ETA: 29.8s. Rate: 358.69 forecasts/min
[2025-12-03T21:03:01.200025] [DEBUG] [REMOTE    ] AVO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:01.201200] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, N/A% accuracy
[2025-12-03T21:03:01.201250] [INFO ] [LOCAL     ] AVO: Loaded 2 optimal features with 53.02% confidence from JSON config
[2025-12-03T21:03:01.201279] [DEBUG] [MAG       ] Building data for symbol: AVO with lookback: 0
[2025-12-03T21:03:01.202079] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:01.202136] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:01.203024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:01.205386] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:01.266089] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:01.311318] [DEBUG] [MAG       ] KFS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:01.379570] [INFO ] [LOCAL     ] KFS: Saved forecast.
[2025-12-03T21:03:01.379657] [INFO ] [main      ] KFS: Signal=1 (Conf=80.0%), Magnitude=-1.71% (Conf=53.069%)
[2025-12-03T21:03:01.380015] [INFO ] [main      ] Fetching symbol history for MQ...
[2025-12-03T21:03:01.380065] [DEBUG] [REMOTE    ] MQ: Fetching historical data.
[2025-12-03T21:03:01.381650] [INFO ] [main      ] Progress: 788/965 forecasts completed (81.7%). KFS finished in 1.0s. ETA: 29.6s. Rate: 358.62 forecasts/min
[2025-12-03T21:03:01.386798] [DEBUG] [MAG       ] IEI: Last date is validated at 2025-12-03
[2025-12-03T21:03:01.391404] [DEBUG] [REMOTE    ] MQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:01.392829] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 4 features, N/A% accuracy
[2025-12-03T21:03:01.392882] [INFO ] [LOCAL     ] MQ: Loaded 4 optimal features with 52.27% confidence from JSON config
[2025-12-03T21:03:01.392914] [DEBUG] [MAG       ] Building data for symbol: MQ with lookback: 0
[2025-12-03T21:03:01.393727] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:01.393788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:01.398771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:01.401263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:01.515548] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:03:01.530631] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:01.555861] [DEBUG] [MAG       ] AVO: Last date is validated at 2025-12-03
[2025-12-03T21:03:01.568386] [DEBUG] [MAG       ] IEI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:01.628495] [DEBUG] [MAG       ] GH: Last date is validated at 2025-12-03
[2025-12-03T21:03:01.641323] [INFO ] [LOCAL     ] IEI: Saved forecast.
[2025-12-03T21:03:01.641390] [INFO ] [main      ] IEI: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=50.4765%)
[2025-12-03T21:03:01.641774] [INFO ] [main      ] Progress: 789/965 forecasts completed (81.8%). IEI finished in 0.6s. ETA: 29.5s. Rate: 358.37 forecasts/min
[2025-12-03T21:03:01.641903] [INFO ] [main      ] Fetching symbol history for GLSI...
[2025-12-03T21:03:01.641942] [DEBUG] [REMOTE    ] GLSI: Fetching historical data.
[2025-12-03T21:03:01.655645] [DEBUG] [REMOTE    ] GLSI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:01.656657] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 5 features, N/A% accuracy
[2025-12-03T21:03:01.656714] [INFO ] [LOCAL     ] GLSI: Loaded 5 optimal features with 59.94% confidence from JSON config
[2025-12-03T21:03:01.656745] [DEBUG] [MAG       ] Building data for symbol: GLSI with lookback: 0
[2025-12-03T21:03:01.657555] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:01.657640] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:01.662629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:01.664893] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:01.665446] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:01.665864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:01.666639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:01.725190] [DEBUG] [MAG       ] AVO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:01.793649] [INFO ] [LOCAL     ] AVO: Saved forecast.
[2025-12-03T21:03:01.793716] [INFO ] [main      ] AVO: Signal=1 (Conf=80.0%), Magnitude=1.66% (Conf=53.0234%)
[2025-12-03T21:03:01.793873] [INFO ] [main      ] Fetching symbol history for BOF...
[2025-12-03T21:03:01.793914] [DEBUG] [REMOTE    ] BOF: Fetching historical data.
[2025-12-03T21:03:01.794902] [INFO ] [main      ] Progress: 790/965 forecasts completed (81.9%). AVO finished in 0.6s. ETA: 29.3s. Rate: 358.41 forecasts/min
[2025-12-03T21:03:01.806363] [DEBUG] [REMOTE    ] BOF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:01.807275] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 4 features, N/A% accuracy
[2025-12-03T21:03:01.807324] [INFO ] [LOCAL     ] BOF: Loaded 4 optimal features with 48.72% confidence from JSON config
[2025-12-03T21:03:01.807354] [DEBUG] [MAG       ] Building data for symbol: BOF with lookback: 0
[2025-12-03T21:03:01.808171] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:01.808239] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:01.810267] [DEBUG] [MAG       ] GH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:01.814068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:01.815025] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:01.868032] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:03:01.870090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:01.875660] [DEBUG] [MAG       ] MQ: Last date is validated at 2025-12-03
[2025-12-03T21:03:01.929120] [INFO ] [LOCAL     ] GH: Saved forecast.
[2025-12-03T21:03:01.929186] [INFO ] [main      ] GH: Signal=1 (Conf=80.0%), Magnitude=-0.57% (Conf=53.7446%)
[2025-12-03T21:03:01.929518] [INFO ] [main      ] Fetching symbol history for FROG...
[2025-12-03T21:03:01.929566] [DEBUG] [REMOTE    ] FROG: Fetching historical data.
[2025-12-03T21:03:01.929655] [INFO ] [main      ] Progress: 791/965 forecasts completed (82.0%). GH finished in 0.9s. ETA: 29.1s. Rate: 358.50 forecasts/min
[2025-12-03T21:03:01.941338] [DEBUG] [REMOTE    ] FROG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:01.942481] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 9 features, N/A% accuracy
[2025-12-03T21:03:01.942533] [INFO ] [LOCAL     ] FROG: Loaded 9 optimal features with 63.37% confidence from JSON config
[2025-12-03T21:03:01.942563] [DEBUG] [MAG       ] Building data for symbol: FROG with lookback: 0
[2025-12-03T21:03:01.943360] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:01.943421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:01.948142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:01.950482] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:01.999853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:02.014157] [DEBUG] [MAG       ] GLSI: Last date is validated at 2025-12-03
[2025-12-03T21:03:02.044902] [DEBUG] [MAG       ] MQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:02.073653] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:02.074883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:02.076869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:02.077901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:03:02.080686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:03:02.083080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:02.111329] [INFO ] [LOCAL     ] MQ: Saved forecast.
[2025-12-03T21:03:02.111394] [INFO ] [main      ] MQ: Signal=1 (Conf=80.0%), Magnitude=-1.00% (Conf=52.272%)
[2025-12-03T21:03:02.111838] [INFO ] [main      ] Fetching symbol history for JAGX...
[2025-12-03T21:03:02.111889] [DEBUG] [REMOTE    ] JAGX: Fetching historical data.
[2025-12-03T21:03:02.112663] [INFO ] [main      ] Progress: 792/965 forecasts completed (82.1%). MQ finished in 0.7s. ETA: 29.0s. Rate: 358.46 forecasts/min
[2025-12-03T21:03:02.123239] [DEBUG] [REMOTE    ] JAGX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:02.124130] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 2 features, N/A% accuracy
[2025-12-03T21:03:02.124180] [INFO ] [LOCAL     ] JAGX: Loaded 2 optimal features with 57.40% confidence from JSON config
[2025-12-03T21:03:02.124209] [DEBUG] [MAG       ] Building data for symbol: JAGX with lookback: 0
[2025-12-03T21:03:02.124988] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:02.125045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:02.173516] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:02.175551] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:02.183664] [DEBUG] [MAG       ] GLSI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:02.210565] [DEBUG] [MAG       ] BOF: Last date is validated at 2025-12-03
[2025-12-03T21:03:02.252989] [INFO ] [LOCAL     ] GLSI: Saved forecast.
[2025-12-03T21:03:02.253055] [INFO ] [main      ] GLSI: Signal=1 (Conf=80.0%), Magnitude=5.43% (Conf=59.9419%)
[2025-12-03T21:03:02.253411] [INFO ] [main      ] Fetching symbol history for DDL...
[2025-12-03T21:03:02.253461] [DEBUG] [REMOTE    ] DDL: Fetching historical data.
[2025-12-03T21:03:02.253653] [INFO ] [main      ] Progress: 793/965 forecasts completed (82.2%). GLSI finished in 0.6s. ETA: 28.8s. Rate: 358.53 forecasts/min
[2025-12-03T21:03:02.265745] [DEBUG] [REMOTE    ] DDL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:02.266775] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 2 features, N/A% accuracy
[2025-12-03T21:03:02.266830] [INFO ] [LOCAL     ] DDL: Loaded 2 optimal features with 46.60% confidence from JSON config
[2025-12-03T21:03:02.266863] [DEBUG] [MAG       ] Building data for symbol: DDL with lookback: 0
[2025-12-03T21:03:02.267649] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:02.267709] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:02.269427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:02.269966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:02.376156] [DEBUG] [MAG       ] BOF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:02.422835] [DEBUG] [MAG       ] FROG: Last date is validated at 2025-12-03
[2025-12-03T21:03:02.494387] [INFO ] [LOCAL     ] BOF: Saved forecast.
[2025-12-03T21:03:02.494452] [INFO ] [main      ] BOF: Signal=1 (Conf=80.0%), Magnitude=2.20% (Conf=48.7157%)
[2025-12-03T21:03:02.494641] [INFO ] [main      ] Fetching symbol history for PRI...
[2025-12-03T21:03:02.494688] [DEBUG] [REMOTE    ] PRI: Fetching historical data.
[2025-12-03T21:03:02.494873] [INFO ] [main      ] Progress: 794/965 forecasts completed (82.3%). BOF finished in 0.7s. ETA: 28.6s. Rate: 358.33 forecasts/min
[2025-12-03T21:03:02.506543] [DEBUG] [REMOTE    ] PRI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:02.507461] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 5 features, N/A% accuracy
[2025-12-03T21:03:02.507512] [INFO ] [LOCAL     ] PRI: Loaded 5 optimal features with 64.26% confidence from JSON config
[2025-12-03T21:03:02.507542] [DEBUG] [MAG       ] Building data for symbol: PRI with lookback: 0
[2025-12-03T21:03:02.508353] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:02.508610] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:02.510982] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:02.512260] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:03:02.513318] [DEBUG] [MAG       ] JAGX: Last date is validated at 2025-12-03
[2025-12-03T21:03:02.516683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:03:02.517428] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:02.519229] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:02.594851] [DEBUG] [MAG       ] FROG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:02.607912] [DEBUG] [MAG       ] DDL: Last date is validated at 2025-12-03
[2025-12-03T21:03:02.682604] [DEBUG] [MAG       ] JAGX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:02.732142] [INFO ] [LOCAL     ] FROG: Saved forecast.
[2025-12-03T21:03:02.732204] [INFO ] [main      ] FROG: Signal=1 (Conf=80.0%), Magnitude=1.48% (Conf=63.3696%)
[2025-12-03T21:03:02.732524] [INFO ] [main      ] Fetching symbol history for GFL...
[2025-12-03T21:03:02.732589] [DEBUG] [REMOTE    ] GFL: Fetching historical data.
[2025-12-03T21:03:02.732625] [INFO ] [main      ] Progress: 795/965 forecasts completed (82.4%). FROG finished in 0.8s. ETA: 28.5s. Rate: 358.14 forecasts/min
[2025-12-03T21:03:02.744615] [DEBUG] [REMOTE    ] GFL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:02.745823] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 6 features, N/A% accuracy
[2025-12-03T21:03:02.745886] [INFO ] [LOCAL     ] GFL: Loaded 6 optimal features with 59.06% confidence from JSON config
[2025-12-03T21:03:02.749316] [DEBUG] [MAG       ] Building data for symbol: GFL with lookback: 0
[2025-12-03T21:03:02.750153] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:02.750213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:02.754922] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:02.756734] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:02.757218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:02.757615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:03:02.758210] [INFO ] [LOCAL     ] JAGX: Saved forecast.
[2025-12-03T21:03:02.758259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:02.758277] [INFO ] [main      ] JAGX: Signal=1 (Conf=80.0%), Magnitude=-13.17% (Conf=57.4037%)
[2025-12-03T21:03:02.758601] [INFO ] [main      ] Fetching symbol history for NVMI...
[2025-12-03T21:03:02.758650] [DEBUG] [REMOTE    ] NVMI: Fetching historical data.
[2025-12-03T21:03:02.759493] [INFO ] [main      ] Progress: 796/965 forecasts completed (82.5%). JAGX finished in 0.6s. ETA: 28.3s. Rate: 358.52 forecasts/min
[2025-12-03T21:03:02.760031] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:02.770095] [DEBUG] [REMOTE    ] NVMI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:02.771047] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 5 features, N/A% accuracy
[2025-12-03T21:03:02.771097] [INFO ] [LOCAL     ] NVMI: Loaded 5 optimal features with 56.18% confidence from JSON config
[2025-12-03T21:03:02.771127] [DEBUG] [MAG       ] Building data for symbol: NVMI with lookback: 0
[2025-12-03T21:03:02.771911] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:02.771969] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:02.773664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:02.774150] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:02.774608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:02.774995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:02.775616] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:02.784813] [DEBUG] [MAG       ] DDL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:02.840629] [INFO ] [LOCAL     ] DDL: Saved forecast.
[2025-12-03T21:03:02.840695] [INFO ] [main      ] DDL: Signal=1 (Conf=80.0%), Magnitude=0.12% (Conf=46.5981%)
[2025-12-03T21:03:02.841040] [INFO ] [main      ] Fetching symbol history for CSIQ...
[2025-12-03T21:03:02.841088] [DEBUG] [REMOTE    ] CSIQ: Fetching historical data.
[2025-12-03T21:03:02.841664] [INFO ] [main      ] Progress: 797/965 forecasts completed (82.6%). DDL finished in 0.6s. ETA: 28.1s. Rate: 358.75 forecasts/min
[2025-12-03T21:03:02.852849] [DEBUG] [REMOTE    ] CSIQ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:02.853737] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 10 features, N/A% accuracy
[2025-12-03T21:03:02.853797] [INFO ] [LOCAL     ] CSIQ: Loaded 10 optimal features with 53.21% confidence from JSON config
[2025-12-03T21:03:02.853836] [DEBUG] [MAG       ] Building data for symbol: CSIQ with lookback: 0
[2025-12-03T21:03:02.854636] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:03:02.854698] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:02.856488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:02.857213] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:02.857622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:02.860126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:02.861750] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:02.862666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:02.862955] [DEBUG] [MAG       ] PRI: Last date is validated at 2025-12-03
[2025-12-03T21:03:02.914683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:02.915741] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:02.916962] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:03:02.918145] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:03.032224] [DEBUG] [MAG       ] PRI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:03.099810] [DEBUG] [MAG       ] GFL: Last date is validated at 2025-12-03
[2025-12-03T21:03:03.127881] [DEBUG] [MAG       ] NVMI: Last date is validated at 2025-12-03
[2025-12-03T21:03:03.164384] [INFO ] [LOCAL     ] PRI: Saved forecast.
[2025-12-03T21:03:03.164450] [INFO ] [main      ] PRI: Signal=1 (Conf=80.0%), Magnitude=-1.42% (Conf=64.2561%)
[2025-12-03T21:03:03.164624] [INFO ] [main      ] Fetching symbol history for ATHM...
[2025-12-03T21:03:03.164668] [DEBUG] [REMOTE    ] ATHM: Fetching historical data.
[2025-12-03T21:03:03.165654] [INFO ] [main      ] Progress: 798/965 forecasts completed (82.7%). PRI finished in 0.7s. ETA: 28.0s. Rate: 358.32 forecasts/min
[2025-12-03T21:03:03.176203] [DEBUG] [REMOTE    ] ATHM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:03.177067] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 4 features, N/A% accuracy
[2025-12-03T21:03:03.177117] [INFO ] [LOCAL     ] ATHM: Loaded 4 optimal features with 60.41% confidence from JSON config
[2025-12-03T21:03:03.177148] [DEBUG] [MAG       ] Building data for symbol: ATHM with lookback: 0
[2025-12-03T21:03:03.178004] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:03.178086] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:03.179778] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:03.180294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:03.180716] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:03.181752] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:03.259428] [DEBUG] [MAG       ] CSIQ: Last date is validated at 2025-12-03
[2025-12-03T21:03:03.275692] [DEBUG] [MAG       ] GFL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:03.298561] [DEBUG] [MAG       ] NVMI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:03.359655] [INFO ] [LOCAL     ] GFL: Saved forecast.
[2025-12-03T21:03:03.359725] [INFO ] [main      ] GFL: Signal=1 (Conf=80.0%), Magnitude=-1.27% (Conf=59.0552%)
[2025-12-03T21:03:03.360079] [INFO ] [main      ] Fetching symbol history for DECK...
[2025-12-03T21:03:03.360129] [DEBUG] [REMOTE    ] DECK: Fetching historical data.
[2025-12-03T21:03:03.360099] [INFO ] [main      ] Progress: 799/965 forecasts completed (82.8%). GFL finished in 0.6s. ETA: 27.8s. Rate: 358.25 forecasts/min
[2025-12-03T21:03:03.374314] [DEBUG] [REMOTE    ] DECK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:03.375213] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 3 features, N/A% accuracy
[2025-12-03T21:03:03.375264] [INFO ] [LOCAL     ] DECK: Loaded 3 optimal features with 42.34% confidence from JSON config
[2025-12-03T21:03:03.375296] [DEBUG] [MAG       ] Building data for symbol: DECK with lookback: 0
[2025-12-03T21:03:03.376376] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:03.376464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:03.418831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:03.420026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:03.421060] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:03.424050] [INFO ] [LOCAL     ] NVMI: Saved forecast.
[2025-12-03T21:03:03.424113] [INFO ] [main      ] NVMI: Signal=1 (Conf=80.0%), Magnitude=1.74% (Conf=56.1775%)
[2025-12-03T21:03:03.424419] [INFO ] [main      ] Fetching symbol history for FALN...
[2025-12-03T21:03:03.424468] [DEBUG] [REMOTE    ] FALN: Fetching historical data.
[2025-12-03T21:03:03.425355] [INFO ] [main      ] Progress: 800/965 forecasts completed (82.9%). NVMI finished in 0.7s. ETA: 27.6s. Rate: 358.53 forecasts/min
[2025-12-03T21:03:03.428498] [DEBUG] [MAG       ] CSIQ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:03.436797] [DEBUG] [REMOTE    ] FALN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:03.437507] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 6 features, N/A% accuracy
[2025-12-03T21:03:03.437557] [INFO ] [LOCAL     ] FALN: Loaded 6 optimal features with 57.76% confidence from JSON config
[2025-12-03T21:03:03.437609] [DEBUG] [MAG       ] Building data for symbol: FALN with lookback: 0
[2025-12-03T21:03:03.438608] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:03.438668] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:03.440361] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:03.440865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:03.441284] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:03.441688] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:03.442623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:03:03.443908] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:03.528566] [INFO ] [LOCAL     ] CSIQ: Saved forecast.
[2025-12-03T21:03:03.528648] [INFO ] [main      ] CSIQ: Signal=1 (Conf=80.0%), Magnitude=6.92% (Conf=53.2087%)
[2025-12-03T21:03:03.529001] [INFO ] [main      ] Fetching symbol history for NFE...
[2025-12-03T21:03:03.529050] [DEBUG] [REMOTE    ] NFE: Fetching historical data.
[2025-12-03T21:03:03.529657] [INFO ] [main      ] Progress: 801/965 forecasts completed (83.0%). CSIQ finished in 0.7s. ETA: 27.4s. Rate: 358.69 forecasts/min
[2025-12-03T21:03:03.539605] [DEBUG] [MAG       ] ATHM: Last date is validated at 2025-12-03
[2025-12-03T21:03:03.542528] [DEBUG] [REMOTE    ] NFE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:03.543342] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 4 features, N/A% accuracy
[2025-12-03T21:03:03.543397] [INFO ] [LOCAL     ] NFE: Loaded 4 optimal features with 57.01% confidence from JSON config
[2025-12-03T21:03:03.543428] [DEBUG] [MAG       ] Building data for symbol: NFE with lookback: 0
[2025-12-03T21:03:03.544238] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:03.544297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:03.549103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:03.550904] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:03.551402] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:03.600812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:03.719594] [DEBUG] [MAG       ] ATHM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:03.785335] [DEBUG] [MAG       ] DECK: Last date is validated at 2025-12-03
[2025-12-03T21:03:03.789734] [DEBUG] [MAG       ] FALN: Last date is validated at 2025-12-03
[2025-12-03T21:03:03.797628] [INFO ] [LOCAL     ] ATHM: Saved forecast.
[2025-12-03T21:03:03.797697] [INFO ] [main      ] ATHM: Signal=1 (Conf=80.0%), Magnitude=-1.51% (Conf=60.4144%)
[2025-12-03T21:03:03.797861] [INFO ] [main      ] Fetching symbol history for ALSN...
[2025-12-03T21:03:03.797912] [DEBUG] [REMOTE    ] ALSN: Fetching historical data.
[2025-12-03T21:03:03.799650] [INFO ] [main      ] Progress: 802/965 forecasts completed (83.1%). ATHM finished in 0.6s. ETA: 27.3s. Rate: 358.42 forecasts/min
[2025-12-03T21:03:03.811259] [DEBUG] [REMOTE    ] ALSN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:03.812362] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 7 features, N/A% accuracy
[2025-12-03T21:03:03.812418] [INFO ] [LOCAL     ] ALSN: Loaded 7 optimal features with 55.23% confidence from JSON config
[2025-12-03T21:03:03.812448] [DEBUG] [MAG       ] Building data for symbol: ALSN with lookback: 0
[2025-12-03T21:03:03.813337] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:03.813747] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:03.815724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:03.816412] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:03.816879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:03.817295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:03.868026] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:03.869102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:03.870359] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:03.942892] [DEBUG] [MAG       ] NFE: Last date is validated at 2025-12-03
[2025-12-03T21:03:03.958791] [DEBUG] [MAG       ] FALN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:03.965798] [DEBUG] [MAG       ] DECK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:04.015779] [INFO ] [LOCAL     ] FALN: Saved forecast.
[2025-12-03T21:03:04.015852] [INFO ] [main      ] FALN: Signal=1 (Conf=80.0%), Magnitude=0.10% (Conf=57.7609%)
[2025-12-03T21:03:04.016203] [INFO ] [main      ] Progress: 803/965 forecasts completed (83.2%). FALN finished in 0.6s. ETA: 27.1s. Rate: 358.29 forecasts/min
[2025-12-03T21:03:04.016323] [INFO ] [main      ] Fetching symbol history for EWCZ...
[2025-12-03T21:03:04.016364] [DEBUG] [REMOTE    ] EWCZ: Fetching historical data.
[2025-12-03T21:03:04.027453] [DEBUG] [REMOTE    ] EWCZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:04.028530] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 1 features, N/A% accuracy
[2025-12-03T21:03:04.028622] [INFO ] [LOCAL     ] EWCZ: Loaded 1 optimal features with 53.76% confidence from JSON config
[2025-12-03T21:03:04.028654] [DEBUG] [MAG       ] Building data for symbol: EWCZ with lookback: 0
[2025-12-03T21:03:04.029416] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:04.029473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:04.030518] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:04.108189] [INFO ] [LOCAL     ] DECK: Saved forecast.
[2025-12-03T21:03:04.108254] [INFO ] [main      ] DECK: Signal=1 (Conf=80.0%), Magnitude=3.30% (Conf=42.3391%)
[2025-12-03T21:03:04.108613] [INFO ] [main      ] Fetching symbol history for OSBC...
[2025-12-03T21:03:04.108664] [DEBUG] [REMOTE    ] OSBC: Fetching historical data.
[2025-12-03T21:03:04.109648] [INFO ] [main      ] Progress: 804/965 forecasts completed (83.3%). DECK finished in 0.7s. ETA: 26.9s. Rate: 358.49 forecasts/min
[2025-12-03T21:03:04.113311] [DEBUG] [MAG       ] NFE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:04.120911] [DEBUG] [REMOTE    ] OSBC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:04.121800] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 5 features, N/A% accuracy
[2025-12-03T21:03:04.121862] [INFO ] [LOCAL     ] OSBC: Loaded 5 optimal features with 52.68% confidence from JSON config
[2025-12-03T21:03:04.121894] [DEBUG] [MAG       ] Building data for symbol: OSBC with lookback: 0
[2025-12-03T21:03:04.122653] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:04.122712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:04.124369] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:04.124899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:04.125697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:04.176160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:03:04.178200] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:04.187952] [INFO ] [LOCAL     ] NFE: Saved forecast.
[2025-12-03T21:03:04.188016] [INFO ] [main      ] NFE: Signal=1 (Conf=80.0%), Magnitude=3.01% (Conf=57.0135%)
[2025-12-03T21:03:04.188391] [INFO ] [main      ] Fetching symbol history for MELI...
[2025-12-03T21:03:04.188440] [DEBUG] [REMOTE    ] MELI: Fetching historical data.
[2025-12-03T21:03:04.189650] [INFO ] [main      ] Progress: 805/965 forecasts completed (83.4%). NFE finished in 0.7s. ETA: 26.8s. Rate: 358.72 forecasts/min
[2025-12-03T21:03:04.200526] [DEBUG] [REMOTE    ] MELI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:04.201511] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 6 features, N/A% accuracy
[2025-12-03T21:03:04.201565] [INFO ] [LOCAL     ] MELI: Loaded 6 optimal features with 58.78% confidence from JSON config
[2025-12-03T21:03:04.201619] [DEBUG] [MAG       ] Building data for symbol: MELI with lookback: 0
[2025-12-03T21:03:04.202413] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:04.202489] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:04.207961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:04.209867] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:04.210365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:04.210766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:04.212366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:04.231532] [DEBUG] [MAG       ] ALSN: Last date is validated at 2025-12-03
[2025-12-03T21:03:04.261945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:04.378685] [DEBUG] [MAG       ] EWCZ: Last date is validated at 2025-12-03
[2025-12-03T21:03:04.410362] [DEBUG] [MAG       ] ALSN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:04.509059] [INFO ] [LOCAL     ] ALSN: Saved forecast.
[2025-12-03T21:03:04.509127] [INFO ] [main      ] ALSN: Signal=1 (Conf=80.0%), Magnitude=3.79% (Conf=55.2339%)
[2025-12-03T21:03:04.509289] [INFO ] [main      ] Fetching symbol history for EOI...
[2025-12-03T21:03:04.509331] [DEBUG] [REMOTE    ] EOI: Fetching historical data.
[2025-12-03T21:03:04.510662] [INFO ] [main      ] Progress: 806/965 forecasts completed (83.5%). ALSN finished in 0.7s. ETA: 26.6s. Rate: 358.31 forecasts/min
[2025-12-03T21:03:04.521407] [DEBUG] [REMOTE    ] EOI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:04.522321] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 7 features, N/A% accuracy
[2025-12-03T21:03:04.522381] [INFO ] [LOCAL     ] EOI: Loaded 7 optimal features with 50.65% confidence from JSON config
[2025-12-03T21:03:04.522412] [DEBUG] [MAG       ] Building data for symbol: EOI with lookback: 0
[2025-12-03T21:03:04.523280] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:04.523346] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:04.528677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:04.530661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:04.531154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:04.531528] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:04.532314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:04.534646] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:03:04.537731] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:04.538627] [DEBUG] [MAG       ] OSBC: Last date is validated at 2025-12-03
[2025-12-03T21:03:04.548792] [DEBUG] [MAG       ] EWCZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:04.606830] [DEBUG] [MAG       ] MELI: Last date is validated at 2025-12-03
[2025-12-03T21:03:04.608636] [INFO ] [LOCAL     ] EWCZ: Saved forecast.
[2025-12-03T21:03:04.608706] [INFO ] [main      ] EWCZ: Signal=1 (Conf=80.0%), Magnitude=2.88% (Conf=53.7629%)
[2025-12-03T21:03:04.609046] [INFO ] [main      ] Progress: 807/965 forecasts completed (83.6%). EWCZ finished in 0.6s. ETA: 26.4s. Rate: 358.49 forecasts/min
[2025-12-03T21:03:04.609169] [INFO ] [main      ] Fetching symbol history for UL...
[2025-12-03T21:03:04.609210] [DEBUG] [REMOTE    ] UL: Fetching historical data.
[2025-12-03T21:03:04.621486] [DEBUG] [REMOTE    ] UL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:04.622253] [DEBUG] [LOCAL     ] Loaded configuration for UL: 1 features, N/A% accuracy
[2025-12-03T21:03:04.622303] [INFO ] [LOCAL     ] UL: Loaded 1 optimal features with 54.95% confidence from JSON config
[2025-12-03T21:03:04.622333] [DEBUG] [MAG       ] Building data for symbol: UL with lookback: 0
[2025-12-03T21:03:04.623117] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:04.623176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:03:04.637788] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:04.720542] [DEBUG] [MAG       ] OSBC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:04.776508] [DEBUG] [MAG       ] MELI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:04.787371] [INFO ] [LOCAL     ] OSBC: Saved forecast.
[2025-12-03T21:03:04.787436] [INFO ] [main      ] OSBC: Signal=1 (Conf=80.0%), Magnitude=-1.03% (Conf=52.6754%)
[2025-12-03T21:03:04.787606] [INFO ] [main      ] Fetching symbol history for CQP...
[2025-12-03T21:03:04.787651] [DEBUG] [REMOTE    ] CQP: Fetching historical data.
[2025-12-03T21:03:04.787847] [INFO ] [main      ] Progress: 808/965 forecasts completed (83.7%). OSBC finished in 0.7s. ETA: 26.3s. Rate: 358.46 forecasts/min
[2025-12-03T21:03:04.799801] [DEBUG] [REMOTE    ] CQP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:04.800873] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 5 features, N/A% accuracy
[2025-12-03T21:03:04.800932] [INFO ] [LOCAL     ] CQP: Loaded 5 optimal features with 55.44% confidence from JSON config
[2025-12-03T21:03:04.800964] [DEBUG] [MAG       ] Building data for symbol: CQP with lookback: 0
[2025-12-03T21:03:04.801811] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:04.801873] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:04.803627] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:04.804147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:04.804546] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:04.890132] [DEBUG] [MAG       ] EOI: Last date is validated at 2025-12-03
[2025-12-03T21:03:04.918589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:04.919521] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:04.977894] [DEBUG] [MAG       ] UL: Last date is validated at 2025-12-03
[2025-12-03T21:03:04.984153] [INFO ] [LOCAL     ] MELI: Saved forecast.
[2025-12-03T21:03:04.984218] [INFO ] [main      ] MELI: Signal=1 (Conf=80.0%), Magnitude=-3.63% (Conf=58.7809%)
[2025-12-03T21:03:04.984649] [INFO ] [main      ] Progress: 809/965 forecasts completed (83.8%). MELI finished in 0.8s. ETA: 26.1s. Rate: 358.39 forecasts/min
[2025-12-03T21:03:04.984551] [INFO ] [main      ] Fetching symbol history for AVNS...
[2025-12-03T21:03:04.984937] [DEBUG] [REMOTE    ] AVNS: Fetching historical data.
[2025-12-03T21:03:04.998262] [DEBUG] [REMOTE    ] AVNS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:04.999799] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 5 features, N/A% accuracy
[2025-12-03T21:03:04.999861] [INFO ] [LOCAL     ] AVNS: Loaded 5 optimal features with 45.79% confidence from JSON config
[2025-12-03T21:03:04.999902] [DEBUG] [MAG       ] Building data for symbol: AVNS with lookback: 0
[2025-12-03T21:03:05.000744] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:05.000807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:05.005689] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:05.007551] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:05.008088] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:05.008475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:03:05.011323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:05.068454] [DEBUG] [MAG       ] EOI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:05.137445] [INFO ] [LOCAL     ] EOI: Saved forecast.
[2025-12-03T21:03:05.137564] [INFO ] [main      ] EOI: Signal=1 (Conf=80.0%), Magnitude=-0.30% (Conf=50.6491%)
[2025-12-03T21:03:05.137737] [INFO ] [main      ] Fetching symbol history for DMRC...
[2025-12-03T21:03:05.137779] [DEBUG] [REMOTE    ] DMRC: Fetching historical data.
[2025-12-03T21:03:05.139660] [INFO ] [main      ] Progress: 810/965 forecasts completed (83.9%). EOI finished in 0.6s. ETA: 25.9s. Rate: 358.42 forecasts/min
[2025-12-03T21:03:05.149681] [DEBUG] [REMOTE    ] DMRC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:05.150707] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 6 features, N/A% accuracy
[2025-12-03T21:03:05.150763] [INFO ] [LOCAL     ] DMRC: Loaded 6 optimal features with 62.48% confidence from JSON config
[2025-12-03T21:03:05.150793] [DEBUG] [MAG       ] Building data for symbol: DMRC with lookback: 0
[2025-12-03T21:03:05.150787] [DEBUG] [MAG       ] UL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:05.151682] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:05.151758] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:05.153488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:05.154031] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:05.154460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:05.154881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:03:05.155514] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:05.158211] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:05.232596] [INFO ] [LOCAL     ] UL: Saved forecast.
[2025-12-03T21:03:05.232661] [INFO ] [main      ] UL: Signal=1 (Conf=80.0%), Magnitude=1.45% (Conf=54.9547%)
[2025-12-03T21:03:05.232999] [INFO ] [main      ] Progress: 811/965 forecasts completed (84.0%). UL finished in 0.6s. ETA: 25.8s. Rate: 358.61 forecasts/min
[2025-12-03T21:03:05.233160] [INFO ] [main      ] Fetching symbol history for DOCS...
[2025-12-03T21:03:05.233203] [DEBUG] [REMOTE    ] DOCS: Fetching historical data.
[2025-12-03T21:03:05.246109] [DEBUG] [REMOTE    ] DOCS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:05.246925] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 3 features, N/A% accuracy
[2025-12-03T21:03:05.246986] [INFO ] [LOCAL     ] DOCS: Loaded 3 optimal features with 41.83% confidence from JSON config
[2025-12-03T21:03:05.247023] [DEBUG] [MAG       ] Building data for symbol: DOCS with lookback: 0
[2025-12-03T21:03:05.247903] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:05.247961] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:05.253378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:05.254263] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:03:05.256326] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:05.286816] [DEBUG] [MAG       ] CQP: Last date is validated at 2025-12-03
[2025-12-03T21:03:05.371882] [DEBUG] [MAG       ] AVNS: Last date is validated at 2025-12-03
[2025-12-03T21:03:05.470249] [DEBUG] [MAG       ] CQP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:05.517886] [DEBUG] [MAG       ] DMRC: Last date is validated at 2025-12-03
[2025-12-03T21:03:05.540961] [DEBUG] [MAG       ] AVNS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:05.556565] [INFO ] [LOCAL     ] CQP: Saved forecast.
[2025-12-03T21:03:05.556664] [INFO ] [main      ] CQP: Signal=1 (Conf=80.0%), Magnitude=-1.08% (Conf=55.4402%)
[2025-12-03T21:03:05.557083] [INFO ] [main      ] Fetching symbol history for SNPS...
[2025-12-03T21:03:05.557149] [DEBUG] [REMOTE    ] SNPS: Fetching historical data.
[2025-12-03T21:03:05.557649] [INFO ] [main      ] Progress: 812/965 forecasts completed (84.1%). CQP finished in 0.8s. ETA: 25.6s. Rate: 358.20 forecasts/min
[2025-12-03T21:03:05.570663] [DEBUG] [REMOTE    ] SNPS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:05.571455] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 1 features, N/A% accuracy
[2025-12-03T21:03:05.571505] [INFO ] [LOCAL     ] SNPS: Loaded 1 optimal features with 50.59% confidence from JSON config
[2025-12-03T21:03:05.571536] [DEBUG] [MAG       ] Building data for symbol: SNPS with lookback: 0
[2025-12-03T21:03:05.572298] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:05.572354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:05.573490] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:05.598895] [DEBUG] [MAG       ] DOCS: Last date is validated at 2025-12-03
[2025-12-03T21:03:05.615974] [INFO ] [LOCAL     ] AVNS: Saved forecast.
[2025-12-03T21:03:05.616040] [INFO ] [main      ] AVNS: Signal=1 (Conf=80.0%), Magnitude=0.85% (Conf=45.7916%)
[2025-12-03T21:03:05.616399] [INFO ] [main      ] Fetching symbol history for WFG...
[2025-12-03T21:03:05.616448] [DEBUG] [REMOTE    ] WFG: Fetching historical data.
[2025-12-03T21:03:05.616635] [INFO ] [main      ] Progress: 813/965 forecasts completed (84.2%). AVNS finished in 0.6s. ETA: 25.4s. Rate: 358.48 forecasts/min
[2025-12-03T21:03:05.627491] [DEBUG] [REMOTE    ] WFG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:05.628435] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 6 features, N/A% accuracy
[2025-12-03T21:03:05.628487] [INFO ] [LOCAL     ] WFG: Loaded 6 optimal features with 51.25% confidence from JSON config
[2025-12-03T21:03:05.628521] [DEBUG] [MAG       ] Building data for symbol: WFG with lookback: 0
[2025-12-03T21:03:05.629335] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:05.629395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:05.631484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:05.632034] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:05.632563] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:05.671011] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:05.672933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:05.674506] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:05.698268] [DEBUG] [MAG       ] DMRC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:05.766608] [DEBUG] [MAG       ] DOCS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:05.797316] [INFO ] [LOCAL     ] DMRC: Saved forecast.
[2025-12-03T21:03:05.797382] [INFO ] [main      ] DMRC: Signal=1 (Conf=80.0%), Magnitude=18.92% (Conf=62.4771%)
[2025-12-03T21:03:05.797537] [INFO ] [main      ] Fetching symbol history for CALC...
[2025-12-03T21:03:05.797598] [DEBUG] [REMOTE    ] CALC: Fetching historical data.
[2025-12-03T21:03:05.797925] [INFO ] [main      ] Progress: 814/965 forecasts completed (84.4%). DMRC finished in 0.7s. ETA: 25.3s. Rate: 358.45 forecasts/min
[2025-12-03T21:03:05.809713] [DEBUG] [REMOTE    ] CALC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:05.810761] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 5 features, N/A% accuracy
[2025-12-03T21:03:05.810822] [INFO ] [LOCAL     ] CALC: Loaded 5 optimal features with 44.56% confidence from JSON config
[2025-12-03T21:03:05.810857] [DEBUG] [MAG       ] Building data for symbol: CALC with lookback: 0
[2025-12-03T21:03:05.811728] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:05.811793] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:05.816825] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:05.817831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:05.885281] [INFO ] [LOCAL     ] DOCS: Saved forecast.
[2025-12-03T21:03:05.885347] [INFO ] [main      ] DOCS: Signal=1 (Conf=80.0%), Magnitude=2.26% (Conf=41.8275%)
[2025-12-03T21:03:05.885502] [INFO ] [main      ] Fetching symbol history for CRUS...
[2025-12-03T21:03:05.885545] [DEBUG] [REMOTE    ] CRUS: Fetching historical data.
[2025-12-03T21:03:05.886554] [INFO ] [main      ] Progress: 815/965 forecasts completed (84.5%). DOCS finished in 0.7s. ETA: 25.1s. Rate: 358.65 forecasts/min
[2025-12-03T21:03:05.897333] [DEBUG] [REMOTE    ] CRUS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:05.898208] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 6 features, N/A% accuracy
[2025-12-03T21:03:05.898258] [INFO ] [LOCAL     ] CRUS: Loaded 6 optimal features with 53.21% confidence from JSON config
[2025-12-03T21:03:05.898289] [DEBUG] [MAG       ] Building data for symbol: CRUS with lookback: 0
[2025-12-03T21:03:05.899116] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:05.899176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:05.903899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:05.906311] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:05.911425] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:05.912702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:03:05.913380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:05.914371] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:05.940452] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:03:05.940671] [DEBUG] [MAG       ] SNPS: Last date is validated at 2025-12-03
[2025-12-03T21:03:05.942068] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:03:05.943493] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:06.011284] [DEBUG] [MAG       ] WFG: Last date is validated at 2025-12-03
[2025-12-03T21:03:06.112991] [DEBUG] [MAG       ] SNPS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:06.180542] [DEBUG] [MAG       ] WFG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:06.250985] [DEBUG] [MAG       ] CRUS: Last date is validated at 2025-12-03
[2025-12-03T21:03:06.278751] [INFO ] [LOCAL     ] WFG: Saved forecast.
[2025-12-03T21:03:06.278818] [INFO ] [main      ] WFG: Signal=1 (Conf=80.0%), Magnitude=1.26% (Conf=51.2502%)
[2025-12-03T21:03:06.279155] [INFO ] [main      ] Fetching symbol history for ADSE...
[2025-12-03T21:03:06.279205] [DEBUG] [REMOTE    ] ADSE: Fetching historical data.
[2025-12-03T21:03:06.279654] [INFO ] [main      ] Progress: 816/965 forecasts completed (84.6%). WFG finished in 0.7s. ETA: 25.0s. Rate: 358.06 forecasts/min
[2025-12-03T21:03:06.290921] [DEBUG] [REMOTE    ] ADSE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:06.292036] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 5 features, N/A% accuracy
[2025-12-03T21:03:06.292089] [INFO ] [LOCAL     ] ADSE: Loaded 5 optimal features with 47.88% confidence from JSON config
[2025-12-03T21:03:06.292121] [DEBUG] [MAG       ] Building data for symbol: ADSE with lookback: 0
[2025-12-03T21:03:06.292927] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:06.292988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:06.294773] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:06.295275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:06.295755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:03:06.297143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:06.297838] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:06.301451] [DEBUG] [MAG       ] CALC: Last date is validated at 2025-12-03
[2025-12-03T21:03:06.309218] [INFO ] [LOCAL     ] SNPS: Saved forecast.
[2025-12-03T21:03:06.309293] [INFO ] [main      ] SNPS: Signal=1 (Conf=80.0%), Magnitude=1.79% (Conf=50.59%)
[2025-12-03T21:03:06.309700] [INFO ] [main      ] Fetching symbol history for BTCS...
[2025-12-03T21:03:06.309754] [DEBUG] [REMOTE    ] BTCS: Fetching historical data.
[2025-12-03T21:03:06.310620] [INFO ] [main      ] Progress: 817/965 forecasts completed (84.7%). SNPS finished in 0.8s. ETA: 24.8s. Rate: 358.42 forecasts/min
[2025-12-03T21:03:06.323217] [DEBUG] [REMOTE    ] BTCS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:06.328189] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, N/A% accuracy
[2025-12-03T21:03:06.328255] [INFO ] [LOCAL     ] BTCS: Loaded 2 optimal features with 56.06% confidence from JSON config
[2025-12-03T21:03:06.328289] [DEBUG] [MAG       ] Building data for symbol: BTCS with lookback: 0
[2025-12-03T21:03:06.329424] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:06.329490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:06.331988] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:03:06.333264] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:06.421292] [DEBUG] [MAG       ] CRUS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:06.481003] [DEBUG] [MAG       ] CALC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:06.540333] [INFO ] [LOCAL     ] CRUS: Saved forecast.
[2025-12-03T21:03:06.540412] [INFO ] [main      ] CRUS: Signal=1 (Conf=80.0%), Magnitude=2.34% (Conf=53.2055%)
[2025-12-03T21:03:06.540852] [INFO ] [main      ] Fetching symbol history for LBRDK...
[2025-12-03T21:03:06.540908] [DEBUG] [REMOTE    ] LBRDK: Fetching historical data.
[2025-12-03T21:03:06.541636] [INFO ] [main      ] Progress: 818/965 forecasts completed (84.8%). CRUS finished in 0.7s. ETA: 24.6s. Rate: 358.25 forecasts/min
[2025-12-03T21:03:06.545564] [INFO ] [LOCAL     ] CALC: Saved forecast.
[2025-12-03T21:03:06.545652] [INFO ] [main      ] CALC: Signal=1 (Conf=80.0%), Magnitude=-3.42% (Conf=44.5638%)
[2025-12-03T21:03:06.545814] [INFO ] [main      ] Fetching symbol history for CC...
[2025-12-03T21:03:06.545857] [DEBUG] [REMOTE    ] CC: Fetching historical data.
[2025-12-03T21:03:06.546010] [INFO ] [main      ] Progress: 819/965 forecasts completed (84.9%). CALC finished in 0.7s. ETA: 24.4s. Rate: 358.68 forecasts/min
[2025-12-03T21:03:06.554425] [DEBUG] [REMOTE    ] LBRDK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:06.555341] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 2 features, N/A% accuracy
[2025-12-03T21:03:06.555404] [INFO ] [LOCAL     ] LBRDK: Loaded 2 optimal features with 59.26% confidence from JSON config
[2025-12-03T21:03:06.555448] [DEBUG] [MAG       ] Building data for symbol: LBRDK with lookback: 0
[2025-12-03T21:03:06.556331] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:06.556391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:06.558421] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:03:06.559028] [DEBUG] [REMOTE    ] CC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:06.559216] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:06.559826] [DEBUG] [LOCAL     ] Loaded configuration for CC: 4 features, N/A% accuracy
[2025-12-03T21:03:06.559882] [INFO ] [LOCAL     ] CC: Loaded 4 optimal features with 57.53% confidence from JSON config
[2025-12-03T21:03:06.559913] [DEBUG] [MAG       ] Building data for symbol: CC with lookback: 0
[2025-12-03T21:03:06.560820] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:06.560888] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:06.562641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:06.563166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:06.636741] [DEBUG] [MAG       ] ADSE: Last date is validated at 2025-12-03
[2025-12-03T21:03:06.640045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:06.643738] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:06.705626] [DEBUG] [MAG       ] BTCS: Last date is validated at 2025-12-03
[2025-12-03T21:03:06.808367] [DEBUG] [MAG       ] ADSE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:06.880850] [INFO ] [LOCAL     ] ADSE: Saved forecast.
[2025-12-03T21:03:06.880914] [INFO ] [main      ] ADSE: Signal=1 (Conf=80.0%), Magnitude=-0.27% (Conf=47.8832%)
[2025-12-03T21:03:06.881249] [INFO ] [main      ] Fetching symbol history for DPZ...
[2025-12-03T21:03:06.881297] [DEBUG] [REMOTE    ] DPZ: Fetching historical data.
[2025-12-03T21:03:06.881658] [INFO ] [main      ] Progress: 820/965 forecasts completed (85.0%). ADSE finished in 0.6s. ETA: 24.3s. Rate: 358.24 forecasts/min
[2025-12-03T21:03:06.890873] [DEBUG] [MAG       ] BTCS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:06.892776] [DEBUG] [REMOTE    ] DPZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:06.894046] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 8 features, N/A% accuracy
[2025-12-03T21:03:06.894099] [INFO ] [LOCAL     ] DPZ: Loaded 8 optimal features with 63.50% confidence from JSON config
[2025-12-03T21:03:06.894131] [DEBUG] [MAG       ] Building data for symbol: DPZ with lookback: 0
[2025-12-03T21:03:06.894935] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:06.895008] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:06.900305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:06.901147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:06.903512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:06.904171] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:06.905895] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:06.906384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:06.907471] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:06.909719] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:06.909895] [DEBUG] [MAG       ] LBRDK: Last date is validated at 2025-12-03
[2025-12-03T21:03:06.959593] [INFO ] [LOCAL     ] BTCS: Saved forecast.
[2025-12-03T21:03:06.959672] [INFO ] [main      ] BTCS: Signal=1 (Conf=80.0%), Magnitude=-3.72% (Conf=56.0595%)
[2025-12-03T21:03:06.960021] [INFO ] [main      ] Fetching symbol history for VGM...
[2025-12-03T21:03:06.960069] [DEBUG] [REMOTE    ] VGM: Fetching historical data.
[2025-12-03T21:03:06.960650] [INFO ] [main      ] Progress: 821/965 forecasts completed (85.1%). BTCS finished in 0.6s. ETA: 24.1s. Rate: 358.47 forecasts/min
[2025-12-03T21:03:06.971479] [DEBUG] [REMOTE    ] VGM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:06.972486] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 10 features, N/A% accuracy
[2025-12-03T21:03:06.972537] [INFO ] [LOCAL     ] VGM: Loaded 10 optimal features with 38.74% confidence from JSON config
[2025-12-03T21:03:06.972568] [DEBUG] [MAG       ] Building data for symbol: VGM with lookback: 0
[2025-12-03T21:03:06.973365] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:03:06.973429] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:06.978415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:06.979259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:06.981641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:06.983313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:06.984608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:06.986445] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:06.989147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:06.990234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:06.992215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:03:06.997995] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:07.003979] [DEBUG] [MAG       ] CC: Last date is validated at 2025-12-03
[2025-12-03T21:03:07.084202] [DEBUG] [MAG       ] LBRDK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:07.178705] [DEBUG] [MAG       ] CC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:07.203030] [INFO ] [LOCAL     ] LBRDK: Saved forecast.
[2025-12-03T21:03:07.203096] [INFO ] [main      ] LBRDK: Signal=1 (Conf=80.0%), Magnitude=0.89% (Conf=59.2575%)
[2025-12-03T21:03:07.203451] [INFO ] [main      ] Progress: 822/965 forecasts completed (85.2%). LBRDK finished in 0.7s. ETA: 23.9s. Rate: 358.27 forecasts/min
[2025-12-03T21:03:07.203647] [INFO ] [main      ] Fetching symbol history for GLUE...
[2025-12-03T21:03:07.203693] [DEBUG] [REMOTE    ] GLUE: Fetching historical data.
[2025-12-03T21:03:07.215347] [DEBUG] [REMOTE    ] GLUE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:07.216259] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 4 features, N/A% accuracy
[2025-12-03T21:03:07.216310] [INFO ] [LOCAL     ] GLUE: Loaded 4 optimal features with 47.16% confidence from JSON config
[2025-12-03T21:03:07.216342] [DEBUG] [MAG       ] Building data for symbol: GLUE with lookback: 0
[2025-12-03T21:03:07.217132] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:07.217191] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:07.219202] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:07.219737] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:07.220196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:07.220591] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:07.252394] [DEBUG] [MAG       ] DPZ: Last date is validated at 2025-12-03
[2025-12-03T21:03:07.256450] [INFO ] [LOCAL     ] CC: Saved forecast.
[2025-12-03T21:03:07.256518] [INFO ] [main      ] CC: Signal=1 (Conf=80.0%), Magnitude=7.10% (Conf=57.5321%)
[2025-12-03T21:03:07.256692] [INFO ] [main      ] Fetching symbol history for TRTX...
[2025-12-03T21:03:07.256736] [DEBUG] [REMOTE    ] TRTX: Fetching historical data.
[2025-12-03T21:03:07.257847] [INFO ] [main      ] Progress: 823/965 forecasts completed (85.3%). CC finished in 0.7s. ETA: 23.8s. Rate: 358.57 forecasts/min
[2025-12-03T21:03:07.268338] [DEBUG] [REMOTE    ] TRTX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:07.269206] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 5 features, N/A% accuracy
[2025-12-03T21:03:07.269255] [INFO ] [LOCAL     ] TRTX: Loaded 5 optimal features with 59.52% confidence from JSON config
[2025-12-03T21:03:07.269287] [DEBUG] [MAG       ] Building data for symbol: TRTX with lookback: 0
[2025-12-03T21:03:07.270128] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:07.270190] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:07.275177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:07.276524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:03:07.279492] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:03:07.283467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:03:07.284897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:07.358334] [DEBUG] [MAG       ] VGM: Last date is validated at 2025-12-03
[2025-12-03T21:03:07.422776] [DEBUG] [MAG       ] DPZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:07.532118] [DEBUG] [MAG       ] VGM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:07.562816] [DEBUG] [MAG       ] GLUE: Last date is validated at 2025-12-03
[2025-12-03T21:03:07.567408] [INFO ] [LOCAL     ] DPZ: Saved forecast.
[2025-12-03T21:03:07.567473] [INFO ] [main      ] DPZ: Signal=1 (Conf=80.0%), Magnitude=-0.46% (Conf=63.5038%)
[2025-12-03T21:03:07.567836] [INFO ] [main      ] Fetching symbol history for PESI...
[2025-12-03T21:03:07.567887] [DEBUG] [REMOTE    ] PESI: Fetching historical data.
[2025-12-03T21:03:07.568651] [INFO ] [main      ] Progress: 824/965 forecasts completed (85.4%). DPZ finished in 0.7s. ETA: 23.6s. Rate: 358.20 forecasts/min
[2025-12-03T21:03:07.579847] [DEBUG] [REMOTE    ] PESI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:07.580795] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 9 features, N/A% accuracy
[2025-12-03T21:03:07.580853] [INFO ] [LOCAL     ] PESI: Loaded 9 optimal features with 51.93% confidence from JSON config
[2025-12-03T21:03:07.580886] [DEBUG] [MAG       ] Building data for symbol: PESI with lookback: 0
[2025-12-03T21:03:07.581680] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:07.582067] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:07.583815] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:07.584335] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:07.584802] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:07.585199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:07.604536] [INFO ] [LOCAL     ] VGM: Saved forecast.
[2025-12-03T21:03:07.604617] [INFO ] [main      ] VGM: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=38.7352%)
[2025-12-03T21:03:07.605048] [INFO ] [main      ] Fetching symbol history for SHG...
[2025-12-03T21:03:07.605098] [DEBUG] [REMOTE    ] SHG: Fetching historical data.
[2025-12-03T21:03:07.605633] [INFO ] [main      ] Progress: 825/965 forecasts completed (85.5%). VGM finished in 0.6s. ETA: 23.4s. Rate: 358.53 forecasts/min
[2025-12-03T21:03:07.618233] [DEBUG] [REMOTE    ] SHG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:07.619123] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 3 features, N/A% accuracy
[2025-12-03T21:03:07.619178] [INFO ] [LOCAL     ] SHG: Loaded 3 optimal features with 51.08% confidence from JSON config
[2025-12-03T21:03:07.619210] [DEBUG] [MAG       ] Building data for symbol: SHG with lookback: 0
[2025-12-03T21:03:07.619970] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:07.620028] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:07.624954] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:07.625952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:07.626589] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:07.637948] [DEBUG] [MAG       ] TRTX: Last date is validated at 2025-12-03
[2025-12-03T21:03:07.664812] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:07.673955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:07.675146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:07.676328] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:07.678436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:07.730989] [DEBUG] [MAG       ] GLUE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:07.805478] [INFO ] [LOCAL     ] GLUE: Saved forecast.
[2025-12-03T21:03:07.805543] [INFO ] [main      ] GLUE: Signal=1 (Conf=80.0%), Magnitude=-2.54% (Conf=47.1573%)
[2025-12-03T21:03:07.805916] [INFO ] [main      ] Progress: 826/965 forecasts completed (85.6%). GLUE finished in 0.6s. ETA: 23.3s. Rate: 358.45 forecasts/min
[2025-12-03T21:03:07.805922] [DEBUG] [MAG       ] TRTX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:07.806038] [INFO ] [main      ] Fetching symbol history for MTSI...
[2025-12-03T21:03:07.806080] [DEBUG] [REMOTE    ] MTSI: Fetching historical data.
[2025-12-03T21:03:07.818861] [DEBUG] [REMOTE    ] MTSI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:07.819987] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 10 features, N/A% accuracy
[2025-12-03T21:03:07.820040] [INFO ] [LOCAL     ] MTSI: Loaded 10 optimal features with 53.31% confidence from JSON config
[2025-12-03T21:03:07.820070] [DEBUG] [MAG       ] Building data for symbol: MTSI with lookback: 0
[2025-12-03T21:03:07.820866] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:03:07.820929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:07.869414] [INFO ] [LOCAL     ] TRTX: Saved forecast.
[2025-12-03T21:03:07.869479] [INFO ] [main      ] TRTX: Signal=1 (Conf=80.0%), Magnitude=0.78% (Conf=59.5208%)
[2025-12-03T21:03:07.869645] [INFO ] [main      ] Fetching symbol history for ALEC...
[2025-12-03T21:03:07.869688] [DEBUG] [REMOTE    ] ALEC: Fetching historical data.
[2025-12-03T21:03:07.870874] [INFO ] [main      ] Progress: 827/965 forecasts completed (85.7%). TRTX finished in 0.6s. ETA: 23.1s. Rate: 358.71 forecasts/min
[2025-12-03T21:03:07.882123] [DEBUG] [REMOTE    ] ALEC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:07.883659] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 9 features, N/A% accuracy
[2025-12-03T21:03:07.883720] [INFO ] [LOCAL     ] ALEC: Loaded 9 optimal features with 52.15% confidence from JSON config
[2025-12-03T21:03:07.883751] [DEBUG] [MAG       ] Building data for symbol: ALEC with lookback: 0
[2025-12-03T21:03:07.884634] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:07.884707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:07.886394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:07.886918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:07.887352] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:07.887756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:07.932395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:07.934322] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:07.935103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:03:07.935731] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:07.937629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:07.939189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:07.940883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:07.941347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:07.942363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:07.944430] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:08.000091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:08.002183] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:08.011669] [DEBUG] [MAG       ] SHG: Last date is validated at 2025-12-03
[2025-12-03T21:03:08.022378] [DEBUG] [MAG       ] PESI: Last date is validated at 2025-12-03
[2025-12-03T21:03:08.043664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:03:08.044634] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:08.046422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:08.186211] [DEBUG] [MAG       ] SHG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:08.196783] [DEBUG] [MAG       ] PESI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:08.266479] [INFO ] [LOCAL     ] SHG: Saved forecast.
[2025-12-03T21:03:08.266544] [INFO ] [main      ] SHG: Signal=1 (Conf=80.0%), Magnitude=-0.73% (Conf=51.0819%)
[2025-12-03T21:03:08.266893] [INFO ] [main      ] Fetching symbol history for SITC...
[2025-12-03T21:03:08.266942] [DEBUG] [REMOTE    ] SITC: Fetching historical data.
[2025-12-03T21:03:08.267653] [INFO ] [main      ] Progress: 828/965 forecasts completed (85.8%). SHG finished in 0.7s. ETA: 23.0s. Rate: 358.12 forecasts/min
[2025-12-03T21:03:08.274968] [INFO ] [LOCAL     ] PESI: Saved forecast.
[2025-12-03T21:03:08.275060] [INFO ] [main      ] PESI: Signal=1 (Conf=80.0%), Magnitude=14.11% (Conf=51.9316%)
[2025-12-03T21:03:08.275425] [INFO ] [main      ] Fetching symbol history for SGRY...
[2025-12-03T21:03:08.275475] [DEBUG] [REMOTE    ] SGRY: Fetching historical data.
[2025-12-03T21:03:08.275619] [INFO ] [main      ] Progress: 829/965 forecasts completed (85.9%). PESI finished in 0.7s. ETA: 22.8s. Rate: 358.53 forecasts/min
[2025-12-03T21:03:08.278298] [DEBUG] [REMOTE    ] SITC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:08.280285] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 6 features, N/A% accuracy
[2025-12-03T21:03:08.280347] [INFO ] [LOCAL     ] SITC: Loaded 6 optimal features with 49.03% confidence from JSON config
[2025-12-03T21:03:08.280379] [DEBUG] [MAG       ] Building data for symbol: SITC with lookback: 0
[2025-12-03T21:03:08.280891] [DEBUG] [MAG       ] MTSI: Last date is validated at 2025-12-03
[2025-12-03T21:03:08.281462] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:08.281522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:08.283625] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:08.284166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:08.284760] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:08.285833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:08.288387] [DEBUG] [REMOTE    ] SGRY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:08.288823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:08.289435] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, N/A% accuracy
[2025-12-03T21:03:08.289486] [INFO ] [LOCAL     ] SGRY: Loaded 3 optimal features with 51.97% confidence from JSON config
[2025-12-03T21:03:08.289516] [DEBUG] [MAG       ] Building data for symbol: SGRY with lookback: 0
[2025-12-03T21:03:08.290531] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:08.290608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:08.295781] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:08.298196] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:08.327942] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:08.348034] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:08.428899] [DEBUG] [MAG       ] ALEC: Last date is validated at 2025-12-03
[2025-12-03T21:03:08.450897] [DEBUG] [MAG       ] MTSI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:08.592150] [INFO ] [LOCAL     ] MTSI: Saved forecast.
[2025-12-03T21:03:08.592411] [INFO ] [main      ] MTSI: Signal=1 (Conf=80.0%), Magnitude=1.50% (Conf=53.3072%)
[2025-12-03T21:03:08.592792] [INFO ] [main      ] Progress: 830/965 forecasts completed (86.0%). MTSI finished in 0.8s. ETA: 22.6s. Rate: 358.15 forecasts/min
[2025-12-03T21:03:08.592915] [INFO ] [main      ] Fetching symbol history for BCYC...
[2025-12-03T21:03:08.592956] [DEBUG] [REMOTE    ] BCYC: Fetching historical data.
[2025-12-03T21:03:08.605345] [DEBUG] [REMOTE    ] BCYC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:08.606258] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 3 features, N/A% accuracy
[2025-12-03T21:03:08.606309] [INFO ] [LOCAL     ] BCYC: Loaded 3 optimal features with 40.72% confidence from JSON config
[2025-12-03T21:03:08.606340] [DEBUG] [MAG       ] Building data for symbol: BCYC with lookback: 0
[2025-12-03T21:03:08.607192] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:08.607251] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:08.607273] [DEBUG] [MAG       ] ALEC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:08.612542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:08.614449] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:08.614957] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:08.673939] [DEBUG] [MAG       ] SITC: Last date is validated at 2025-12-03
[2025-12-03T21:03:08.675636] [INFO ] [LOCAL     ] ALEC: Saved forecast.
[2025-12-03T21:03:08.675707] [INFO ] [main      ] ALEC: Signal=1 (Conf=80.0%), Magnitude=0.72% (Conf=52.1505%)
[2025-12-03T21:03:08.675859] [INFO ] [main      ] Fetching symbol history for KHC...
[2025-12-03T21:03:08.675900] [DEBUG] [REMOTE    ] KHC: Fetching historical data.
[2025-12-03T21:03:08.676911] [INFO ] [main      ] Progress: 831/965 forecasts completed (86.1%). ALEC finished in 0.8s. ETA: 22.4s. Rate: 358.36 forecasts/min
[2025-12-03T21:03:08.688873] [DEBUG] [REMOTE    ] KHC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:08.689652] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 8 features, N/A% accuracy
[2025-12-03T21:03:08.689705] [INFO ] [LOCAL     ] KHC: Loaded 8 optimal features with 64.39% confidence from JSON config
[2025-12-03T21:03:08.689745] [DEBUG] [MAG       ] Building data for symbol: KHC with lookback: 0
[2025-12-03T21:03:08.690550] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:08.690630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:08.692268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:08.692807] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:08.693229] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:08.693241] [DEBUG] [MAG       ] SGRY: Last date is validated at 2025-12-03
[2025-12-03T21:03:08.693621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:08.694354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:08.806929] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:08.844518] [DEBUG] [MAG       ] SITC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:08.846776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:08.861607] [DEBUG] [MAG       ] SGRY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:08.910824] [INFO ] [LOCAL     ] SITC: Saved forecast.
[2025-12-03T21:03:08.910889] [INFO ] [main      ] SITC: Signal=1 (Conf=80.0%), Magnitude=-1.02% (Conf=49.0317%)
[2025-12-03T21:03:08.911412] [INFO ] [main      ] Fetching symbol history for NVRI...
[2025-12-03T21:03:08.911460] [DEBUG] [REMOTE    ] NVRI: Fetching historical data.
[2025-12-03T21:03:08.911732] [INFO ] [main      ] Progress: 832/965 forecasts completed (86.2%). SITC finished in 0.6s. ETA: 22.3s. Rate: 358.19 forecasts/min
[2025-12-03T21:03:08.922800] [DEBUG] [REMOTE    ] NVRI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:08.923656] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 4 features, N/A% accuracy
[2025-12-03T21:03:08.923708] [INFO ] [LOCAL     ] NVRI: Loaded 4 optimal features with 59.31% confidence from JSON config
[2025-12-03T21:03:08.923738] [DEBUG] [MAG       ] Building data for symbol: NVRI with lookback: 0
[2025-12-03T21:03:08.924742] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:08.924800] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:08.925357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:08.929539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:08.930377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:08.950512] [INFO ] [LOCAL     ] SGRY: Saved forecast.
[2025-12-03T21:03:08.950595] [INFO ] [main      ] SGRY: Signal=1 (Conf=80.0%), Magnitude=-2.06% (Conf=51.9667%)
[2025-12-03T21:03:08.950965] [INFO ] [main      ] Fetching symbol history for SLGN...
[2025-12-03T21:03:08.951014] [DEBUG] [REMOTE    ] SLGN: Fetching historical data.
[2025-12-03T21:03:08.952654] [INFO ] [main      ] Progress: 833/965 forecasts completed (86.3%). SGRY finished in 0.7s. ETA: 22.1s. Rate: 358.51 forecasts/min
[2025-12-03T21:03:08.962909] [DEBUG] [REMOTE    ] SLGN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:08.963913] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 4 features, N/A% accuracy
[2025-12-03T21:03:08.963968] [INFO ] [LOCAL     ] SLGN: Loaded 4 optimal features with 47.64% confidence from JSON config
[2025-12-03T21:03:08.963999] [DEBUG] [MAG       ] Building data for symbol: SLGN with lookback: 0
[2025-12-03T21:03:08.964789] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:08.964848] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:08.969588] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:08.971344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:08.971841] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:08.972262] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:08.975696] [DEBUG] [MAG       ] BCYC: Last date is validated at 2025-12-03
[2025-12-03T21:03:08.980480] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:08.986556] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:09.154388] [DEBUG] [MAG       ] BCYC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:09.237039] [INFO ] [LOCAL     ] BCYC: Saved forecast.
[2025-12-03T21:03:09.237107] [INFO ] [main      ] BCYC: Signal=1 (Conf=80.0%), Magnitude=-0.26% (Conf=40.7198%)
[2025-12-03T21:03:09.237472] [INFO ] [main      ] Progress: 834/965 forecasts completed (86.4%). BCYC finished in 0.6s. ETA: 21.9s. Rate: 358.21 forecasts/min
[2025-12-03T21:03:09.237615] [INFO ] [main      ] Fetching symbol history for PAM...
[2025-12-03T21:03:09.237659] [DEBUG] [REMOTE    ] PAM: Fetching historical data.
[2025-12-03T21:03:09.249425] [DEBUG] [REMOTE    ] PAM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:09.250344] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 10 features, N/A% accuracy
[2025-12-03T21:03:09.250396] [INFO ] [LOCAL     ] PAM: Loaded 10 optimal features with 54.39% confidence from JSON config
[2025-12-03T21:03:09.250427] [DEBUG] [MAG       ] Building data for symbol: PAM with lookback: 0
[2025-12-03T21:03:09.251275] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:03:09.251342] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:09.253058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:09.253630] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:09.254069] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:09.254457] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:09.293908] [DEBUG] [MAG       ] KHC: Last date is validated at 2025-12-03
[2025-12-03T21:03:09.318684] [DEBUG] [MAG       ] SLGN: Last date is validated at 2025-12-03
[2025-12-03T21:03:09.332785] [DEBUG] [MAG       ] NVRI: Last date is validated at 2025-12-03
[2025-12-03T21:03:09.366295] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:09.368100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:09.369166] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:09.370850] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:09.371878] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:09.372534] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:09.484421] [DEBUG] [MAG       ] KHC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:09.490549] [DEBUG] [MAG       ] SLGN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:09.503860] [DEBUG] [MAG       ] NVRI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:09.565720] [INFO ] [LOCAL     ] KHC: Saved forecast.
[2025-12-03T21:03:09.565788] [INFO ] [main      ] KHC: Signal=1 (Conf=80.0%), Magnitude=-0.82% (Conf=64.3854%)
[2025-12-03T21:03:09.566177] [INFO ] [main      ] Fetching symbol history for VITL...
[2025-12-03T21:03:09.566243] [DEBUG] [REMOTE    ] VITL: Fetching historical data.
[2025-12-03T21:03:09.567649] [INFO ] [main      ] Progress: 835/965 forecasts completed (86.5%). KHC finished in 0.9s. ETA: 21.8s. Rate: 357.80 forecasts/min
[2025-12-03T21:03:09.579638] [DEBUG] [REMOTE    ] VITL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:09.580671] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 9 features, N/A% accuracy
[2025-12-03T21:03:09.580727] [INFO ] [LOCAL     ] VITL: Loaded 9 optimal features with 54.70% confidence from JSON config
[2025-12-03T21:03:09.580759] [DEBUG] [MAG       ] Building data for symbol: VITL with lookback: 0
[2025-12-03T21:03:09.581526] [INFO ] [LOCAL     ] SLGN: Saved forecast.
[2025-12-03T21:03:09.581612] [INFO ] [main      ] SLGN: Signal=1 (Conf=80.0%), Magnitude=-0.94% (Conf=47.6436%)
[2025-12-03T21:03:09.581635] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:09.581714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:09.581954] [INFO ] [main      ] Fetching symbol history for BYSI...
[2025-12-03T21:03:09.582005] [DEBUG] [REMOTE    ] BYSI: Fetching historical data.
[2025-12-03T21:03:09.582625] [INFO ] [main      ] Progress: 836/965 forecasts completed (86.6%). SLGN finished in 0.6s. ETA: 21.6s. Rate: 358.19 forecasts/min
[2025-12-03T21:03:09.583357] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:09.584201] [INFO ] [LOCAL     ] NVRI: Saved forecast.
[2025-12-03T21:03:09.584267] [INFO ] [main      ] NVRI: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=59.3098%)
[2025-12-03T21:03:09.584667] [INFO ] [main      ] Fetching symbol history for UI...
[2025-12-03T21:03:09.584717] [DEBUG] [REMOTE    ] UI: Fetching historical data.
[2025-12-03T21:03:09.585618] [INFO ] [main      ] Progress: 837/965 forecasts completed (86.7%). NVRI finished in 0.7s. ETA: 21.4s. Rate: 358.61 forecasts/min
[2025-12-03T21:03:09.593132] [DEBUG] [REMOTE    ] BYSI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:09.593926] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 5 features, N/A% accuracy
[2025-12-03T21:03:09.593979] [INFO ] [LOCAL     ] BYSI: Loaded 5 optimal features with 54.14% confidence from JSON config
[2025-12-03T21:03:09.594011] [DEBUG] [MAG       ] Building data for symbol: BYSI with lookback: 0
[2025-12-03T21:03:09.594829] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:09.594902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:09.596280] [DEBUG] [REMOTE    ] UI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:09.596697] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:09.597059] [DEBUG] [LOCAL     ] Loaded configuration for UI: 11 features, N/A% accuracy
[2025-12-03T21:03:09.597111] [INFO ] [LOCAL     ] UI: Loaded 11 optimal features with 50.09% confidence from JSON config
[2025-12-03T21:03:09.597142] [DEBUG] [MAG       ] Building data for symbol: UI with lookback: 0
[2025-12-03T21:03:09.597224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:09.597661] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:09.597987] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:03:09.598080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:09.600204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:09.601926] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:09.602866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:09.604659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:09.605126] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:09.605503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:09.666864] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:03:09.669827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:09.671450] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:09.671918] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:09.672897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:09.674424] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:09.675391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:09.676406] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:09.682320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:03:09.687050] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:09.687565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:09.688615] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:09.690233] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:09.691217] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:09.691875] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:09.712080] [DEBUG] [MAG       ] PAM: Last date is validated at 2025-12-03
[2025-12-03T21:03:09.883679] [DEBUG] [MAG       ] PAM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:09.944672] [DEBUG] [MAG       ] BYSI: Last date is validated at 2025-12-03
[2025-12-03T21:03:09.999137] [INFO ] [LOCAL     ] PAM: Saved forecast.
[2025-12-03T21:03:09.999201] [INFO ] [main      ] PAM: Signal=1 (Conf=80.0%), Magnitude=-3.11% (Conf=54.3903%)
[2025-12-03T21:03:09.999563] [INFO ] [main      ] Progress: 838/965 forecasts completed (86.8%). PAM finished in 0.8s. ETA: 21.3s. Rate: 357.98 forecasts/min
[2025-12-03T21:03:09.999783] [INFO ] [main      ] Fetching symbol history for OKYO...
[2025-12-03T21:03:09.999826] [DEBUG] [REMOTE    ] OKYO: Fetching historical data.
[2025-12-03T21:03:10.008782] [DEBUG] [MAG       ] VITL: Last date is validated at 2025-12-03
[2025-12-03T21:03:10.011351] [DEBUG] [REMOTE    ] OKYO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:10.012297] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 8 features, N/A% accuracy
[2025-12-03T21:03:10.012348] [INFO ] [LOCAL     ] OKYO: Loaded 8 optimal features with 51.03% confidence from JSON config
[2025-12-03T21:03:10.012379] [DEBUG] [MAG       ] Building data for symbol: OKYO with lookback: 0
[2025-12-03T21:03:10.013165] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:10.013226] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:10.014952] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:10.015459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:10.015869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:10.018339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:10.038348] [DEBUG] [MAG       ] UI: Last date is validated at 2025-12-03
[2025-12-03T21:03:10.066080] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:03:10.066858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:03:10.084399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:03:10.087150] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:10.113189] [DEBUG] [MAG       ] BYSI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:10.169060] [INFO ] [LOCAL     ] BYSI: Saved forecast.
[2025-12-03T21:03:10.169128] [INFO ] [main      ] BYSI: Signal=1 (Conf=80.0%), Magnitude=0.56% (Conf=54.1368%)
[2025-12-03T21:03:10.169716] [INFO ] [main      ] Fetching symbol history for RFM...
[2025-12-03T21:03:10.169767] [DEBUG] [REMOTE    ] RFM: Fetching historical data.
[2025-12-03T21:03:10.170646] [INFO ] [main      ] Progress: 839/965 forecasts completed (86.9%). BYSI finished in 0.6s. ETA: 21.1s. Rate: 357.97 forecasts/min
[2025-12-03T21:03:10.175617] [DEBUG] [MAG       ] VITL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:10.181980] [DEBUG] [REMOTE    ] RFM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:10.183017] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 7 features, N/A% accuracy
[2025-12-03T21:03:10.183069] [INFO ] [LOCAL     ] RFM: Loaded 7 optimal features with 50.50% confidence from JSON config
[2025-12-03T21:03:10.183113] [DEBUG] [MAG       ] Building data for symbol: RFM with lookback: 0
[2025-12-03T21:03:10.184113] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:10.184177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:10.189137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:10.190984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:10.191466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:10.191934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:10.208966] [DEBUG] [MAG       ] UI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:10.272267] [INFO ] [LOCAL     ] VITL: Saved forecast.
[2025-12-03T21:03:10.272331] [INFO ] [main      ] VITL: Signal=1 (Conf=80.0%), Magnitude=-2.66% (Conf=54.7011%)
[2025-12-03T21:03:10.272485] [INFO ] [main      ] Fetching symbol history for WABC...
[2025-12-03T21:03:10.272527] [DEBUG] [REMOTE    ] WABC: Fetching historical data.
[2025-12-03T21:03:10.273657] [INFO ] [main      ] Progress: 840/965 forecasts completed (87.0%). VITL finished in 0.7s. ETA: 20.9s. Rate: 358.13 forecasts/min
[2025-12-03T21:03:10.284561] [DEBUG] [REMOTE    ] WABC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:10.285348] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 4 features, N/A% accuracy
[2025-12-03T21:03:10.285412] [INFO ] [LOCAL     ] WABC: Loaded 4 optimal features with 58.15% confidence from JSON config
[2025-12-03T21:03:10.285443] [DEBUG] [MAG       ] Building data for symbol: WABC with lookback: 0
[2025-12-03T21:03:10.286230] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:10.286288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:10.287944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:10.288459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:10.288858] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:10.291143] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:10.302339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:10.304529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:10.305642] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:10.403988] [INFO ] [LOCAL     ] UI: Saved forecast.
[2025-12-03T21:03:10.404052] [INFO ] [main      ] UI: Signal=1 (Conf=80.0%), Magnitude=-0.43% (Conf=50.0863%)
[2025-12-03T21:03:10.404382] [INFO ] [main      ] Fetching symbol history for FTK...
[2025-12-03T21:03:10.404430] [DEBUG] [REMOTE    ] FTK: Fetching historical data.
[2025-12-03T21:03:10.404666] [INFO ] [main      ] Progress: 841/965 forecasts completed (87.2%). UI finished in 0.8s. ETA: 20.8s. Rate: 358.23 forecasts/min
[2025-12-03T21:03:10.415733] [DEBUG] [REMOTE    ] FTK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:10.416592] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 2 features, N/A% accuracy
[2025-12-03T21:03:10.416644] [INFO ] [LOCAL     ] FTK: Loaded 2 optimal features with 54.40% confidence from JSON config
[2025-12-03T21:03:10.416675] [DEBUG] [MAG       ] Building data for symbol: FTK with lookback: 0
[2025-12-03T21:03:10.417466] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:10.417522] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:10.422222] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:10.423897] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:10.425591] [DEBUG] [MAG       ] OKYO: Last date is validated at 2025-12-03
[2025-12-03T21:03:10.590463] [DEBUG] [MAG       ] OKYO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:10.624062] [DEBUG] [MAG       ] WABC: Last date is validated at 2025-12-03
[2025-12-03T21:03:10.653766] [INFO ] [LOCAL     ] OKYO: Saved forecast.
[2025-12-03T21:03:10.653831] [INFO ] [main      ] OKYO: Signal=1 (Conf=80.0%), Magnitude=-1.79% (Conf=51.0305%)
[2025-12-03T21:03:10.654188] [INFO ] [main      ] Progress: 842/965 forecasts completed (87.3%). OKYO finished in 0.7s. ETA: 20.6s. Rate: 358.02 forecasts/min
[2025-12-03T21:03:10.654307] [INFO ] [main      ] Fetching symbol history for CMG...
[2025-12-03T21:03:10.654349] [DEBUG] [REMOTE    ] CMG: Fetching historical data.
[2025-12-03T21:03:10.662988] [DEBUG] [MAG       ] RFM: Last date is validated at 2025-12-03
[2025-12-03T21:03:10.665518] [DEBUG] [REMOTE    ] CMG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:10.666687] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 2 features, N/A% accuracy
[2025-12-03T21:03:10.666739] [INFO ] [LOCAL     ] CMG: Loaded 2 optimal features with 51.98% confidence from JSON config
[2025-12-03T21:03:10.666770] [DEBUG] [MAG       ] Building data for symbol: CMG with lookback: 0
[2025-12-03T21:03:10.667534] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:10.667623] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:10.672313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:10.673491] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:10.764185] [DEBUG] [MAG       ] FTK: Last date is validated at 2025-12-03
[2025-12-03T21:03:10.796622] [DEBUG] [MAG       ] WABC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:10.841850] [DEBUG] [MAG       ] RFM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:10.883596] [INFO ] [LOCAL     ] WABC: Saved forecast.
[2025-12-03T21:03:10.883666] [INFO ] [main      ] WABC: Signal=1 (Conf=80.0%), Magnitude=0.86% (Conf=58.1477%)
[2025-12-03T21:03:10.883823] [INFO ] [main      ] Fetching symbol history for ASIX...
[2025-12-03T21:03:10.883867] [DEBUG] [REMOTE    ] ASIX: Fetching historical data.
[2025-12-03T21:03:10.884871] [INFO ] [main      ] Progress: 843/965 forecasts completed (87.4%). WABC finished in 0.6s. ETA: 20.5s. Rate: 357.86 forecasts/min
[2025-12-03T21:03:10.896650] [DEBUG] [REMOTE    ] ASIX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:10.897661] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 4 features, N/A% accuracy
[2025-12-03T21:03:10.897715] [INFO ] [LOCAL     ] ASIX: Loaded 4 optimal features with 39.06% confidence from JSON config
[2025-12-03T21:03:10.897746] [DEBUG] [MAG       ] Building data for symbol: ASIX with lookback: 0
[2025-12-03T21:03:10.898557] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:10.898649] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:10.903586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:10.904742] [INFO ] [LOCAL     ] RFM: Saved forecast.
[2025-12-03T21:03:10.904808] [INFO ] [main      ] RFM: Signal=1 (Conf=80.0%), Magnitude=0.34% (Conf=50.4953%)
[2025-12-03T21:03:10.905135] [INFO ] [main      ] Fetching symbol history for ECX...
[2025-12-03T21:03:10.905184] [DEBUG] [REMOTE    ] ECX: Fetching historical data.
[2025-12-03T21:03:10.905401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:10.905654] [INFO ] [main      ] Progress: 844/965 forecasts completed (87.5%). RFM finished in 0.7s. ETA: 20.3s. Rate: 358.23 forecasts/min
[2025-12-03T21:03:10.905899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:10.906704] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:10.916501] [DEBUG] [REMOTE    ] ECX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:10.917627] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 14 features, N/A% accuracy
[2025-12-03T21:03:10.917695] [INFO ] [LOCAL     ] ECX: Loaded 14 optimal features with 59.98% confidence from JSON config
[2025-12-03T21:03:10.917728] [DEBUG] [MAG       ] Building data for symbol: ECX with lookback: 0
[2025-12-03T21:03:10.918535] [DEBUG] [FEATURES  ] DataBuilder: Executing 14 feature methods.
[2025-12-03T21:03:10.918621] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:10.920391] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:10.920924] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:10.921313] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:10.933748] [DEBUG] [MAG       ] FTK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:11.004234] [INFO ] [LOCAL     ] FTK: Saved forecast.
[2025-12-03T21:03:11.004300] [INFO ] [main      ] FTK: Signal=1 (Conf=80.0%), Magnitude=2.65% (Conf=54.3954%)
[2025-12-03T21:03:11.004671] [INFO ] [main      ] Fetching symbol history for SSSS...
[2025-12-03T21:03:11.004721] [DEBUG] [REMOTE    ] SSSS: Fetching historical data.
[2025-12-03T21:03:11.005653] [INFO ] [main      ] Progress: 845/965 forecasts completed (87.6%). FTK finished in 0.6s. ETA: 20.1s. Rate: 358.40 forecasts/min
[2025-12-03T21:03:11.014483] [DEBUG] [MAG       ] CMG: Last date is validated at 2025-12-03
[2025-12-03T21:03:11.016296] [DEBUG] [REMOTE    ] SSSS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:11.017494] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, N/A% accuracy
[2025-12-03T21:03:11.017554] [INFO ] [LOCAL     ] SSSS: Loaded 4 optimal features with 54.59% confidence from JSON config
[2025-12-03T21:03:11.017608] [DEBUG] [MAG       ] Building data for symbol: SSSS with lookback: 0
[2025-12-03T21:03:11.018451] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:11.018513] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:11.023247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:11.024005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:03:11.026363] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:03:11.027739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:11.031885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:11.033160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:11.035216] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:11.035746] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:11.036774] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:11.038507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:11.039562] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:11.040261] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:03:11.040981] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:11.042044] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:11.044041] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:11.183506] [DEBUG] [MAG       ] CMG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:11.240801] [DEBUG] [MAG       ] ASIX: Last date is validated at 2025-12-03
[2025-12-03T21:03:11.274337] [INFO ] [LOCAL     ] CMG: Saved forecast.
[2025-12-03T21:03:11.274400] [INFO ] [main      ] CMG: Signal=1 (Conf=80.0%), Magnitude=-7.59% (Conf=51.9837%)
[2025-12-03T21:03:11.274765] [INFO ] [main      ] Progress: 846/965 forecasts completed (87.7%). CMG finished in 0.6s. ETA: 19.9s. Rate: 358.14 forecasts/min
[2025-12-03T21:03:11.274888] [INFO ] [main      ] Fetching symbol history for VYMI...
[2025-12-03T21:03:11.274937] [DEBUG] [REMOTE    ] VYMI: Fetching historical data.
[2025-12-03T21:03:11.286551] [DEBUG] [REMOTE    ] VYMI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:11.287313] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 1 features, N/A% accuracy
[2025-12-03T21:03:11.287363] [INFO ] [LOCAL     ] VYMI: Loaded 1 optimal features with 49.77% confidence from JSON config
[2025-12-03T21:03:11.287394] [DEBUG] [MAG       ] Building data for symbol: VYMI with lookback: 0
[2025-12-03T21:03:11.288185] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:11.288242] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:03:11.288889] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:11.367881] [DEBUG] [MAG       ] SSSS: Last date is validated at 2025-12-03
[2025-12-03T21:03:11.384489] [DEBUG] [MAG       ] ECX: Last date is validated at 2025-12-03
[2025-12-03T21:03:11.412329] [DEBUG] [MAG       ] ASIX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:11.486954] [INFO ] [LOCAL     ] ASIX: Saved forecast.
[2025-12-03T21:03:11.487017] [INFO ] [main      ] ASIX: Signal=1 (Conf=80.0%), Magnitude=1.02% (Conf=39.0635%)
[2025-12-03T21:03:11.487172] [INFO ] [main      ] Fetching symbol history for UNM...
[2025-12-03T21:03:11.487214] [DEBUG] [REMOTE    ] UNM: Fetching historical data.
[2025-12-03T21:03:11.487910] [INFO ] [main      ] Progress: 847/965 forecasts completed (87.8%). ASIX finished in 0.6s. ETA: 19.8s. Rate: 358.03 forecasts/min
[2025-12-03T21:03:11.498518] [DEBUG] [REMOTE    ] UNM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:11.499725] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 3 features, N/A% accuracy
[2025-12-03T21:03:11.499780] [INFO ] [LOCAL     ] UNM: Loaded 3 optimal features with 39.23% confidence from JSON config
[2025-12-03T21:03:11.499811] [DEBUG] [MAG       ] Building data for symbol: UNM with lookback: 0
[2025-12-03T21:03:11.500596] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:11.500652] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:11.502305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:11.502822] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:03:11.504173] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:11.536590] [DEBUG] [MAG       ] SSSS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:11.572890] [DEBUG] [MAG       ] ECX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:11.605078] [INFO ] [LOCAL     ] SSSS: Saved forecast.
[2025-12-03T21:03:11.605145] [INFO ] [main      ] SSSS: Signal=1 (Conf=80.0%), Magnitude=1.09% (Conf=54.5865%)
[2025-12-03T21:03:11.605507] [INFO ] [main      ] Fetching symbol history for Z...
[2025-12-03T21:03:11.605588] [DEBUG] [REMOTE    ] Z: Fetching historical data.
[2025-12-03T21:03:11.605658] [INFO ] [main      ] Progress: 848/965 forecasts completed (87.9%). SSSS finished in 0.6s. ETA: 19.6s. Rate: 358.15 forecasts/min
[2025-12-03T21:03:11.617986] [DEBUG] [REMOTE    ] Z: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:11.619193] [DEBUG] [LOCAL     ] Loaded configuration for Z: 2 features, N/A% accuracy
[2025-12-03T21:03:11.619269] [INFO ] [LOCAL     ] Z: Loaded 2 optimal features with 69.73% confidence from JSON config
[2025-12-03T21:03:11.619317] [DEBUG] [MAG       ] Building data for symbol: Z with lookback: 0
[2025-12-03T21:03:11.620471] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:11.620539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:11.621374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:11.622422] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:11.630742] [DEBUG] [MAG       ] VYMI: Last date is validated at 2025-12-03
[2025-12-03T21:03:11.646813] [INFO ] [LOCAL     ] ECX: Saved forecast.
[2025-12-03T21:03:11.646879] [INFO ] [main      ] ECX: Signal=1 (Conf=80.0%), Magnitude=17.66% (Conf=59.9827%)
[2025-12-03T21:03:11.647221] [INFO ] [main      ] Fetching symbol history for ASPI...
[2025-12-03T21:03:11.647270] [DEBUG] [REMOTE    ] ASPI: Fetching historical data.
[2025-12-03T21:03:11.647651] [INFO ] [main      ] Progress: 849/965 forecasts completed (88.0%). ECX finished in 0.7s. ETA: 19.4s. Rate: 358.47 forecasts/min
[2025-12-03T21:03:11.659459] [DEBUG] [REMOTE    ] ASPI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:11.660434] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 5 features, N/A% accuracy
[2025-12-03T21:03:11.660484] [INFO ] [LOCAL     ] ASPI: Loaded 5 optimal features with 61.54% confidence from JSON config
[2025-12-03T21:03:11.660515] [DEBUG] [MAG       ] Building data for symbol: ASPI with lookback: 0
[2025-12-03T21:03:11.661291] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:11.661350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:11.663039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:11.663542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:11.663944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:11.664899] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:11.666654] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:11.799817] [DEBUG] [MAG       ] VYMI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:11.842508] [DEBUG] [MAG       ] UNM: Last date is validated at 2025-12-03
[2025-12-03T21:03:11.874831] [INFO ] [LOCAL     ] VYMI: Saved forecast.
[2025-12-03T21:03:11.874894] [INFO ] [main      ] VYMI: Signal=1 (Conf=80.0%), Magnitude=0.57% (Conf=49.7682%)
[2025-12-03T21:03:11.875219] [INFO ] [main      ] Fetching symbol history for FMAO...
[2025-12-03T21:03:11.875266] [DEBUG] [REMOTE    ] FMAO: Fetching historical data.
[2025-12-03T21:03:11.876617] [INFO ] [main      ] Progress: 850/965 forecasts completed (88.1%). VYMI finished in 0.6s. ETA: 19.3s. Rate: 358.32 forecasts/min
[2025-12-03T21:03:11.885877] [DEBUG] [REMOTE    ] FMAO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:11.886718] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 3 features, N/A% accuracy
[2025-12-03T21:03:11.886768] [INFO ] [LOCAL     ] FMAO: Loaded 3 optimal features with 53.58% confidence from JSON config
[2025-12-03T21:03:11.886799] [DEBUG] [MAG       ] Building data for symbol: FMAO with lookback: 0
[2025-12-03T21:03:11.887545] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:11.887622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:11.970739] [DEBUG] [MAG       ] Z: Last date is validated at 2025-12-03
[2025-12-03T21:03:11.996023] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:11.997916] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:11.999712] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:12.010219] [DEBUG] [MAG       ] UNM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:12.023910] [DEBUG] [MAG       ] ASPI: Last date is validated at 2025-12-03
[2025-12-03T21:03:12.106159] [INFO ] [LOCAL     ] UNM: Saved forecast.
[2025-12-03T21:03:12.106230] [INFO ] [main      ] UNM: Signal=1 (Conf=80.0%), Magnitude=2.26% (Conf=39.2329%)
[2025-12-03T21:03:12.106388] [INFO ] [main      ] Fetching symbol history for FWONK...
[2025-12-03T21:03:12.106430] [DEBUG] [REMOTE    ] FWONK: Fetching historical data.
[2025-12-03T21:03:12.107059] [INFO ] [main      ] Progress: 851/965 forecasts completed (88.2%). UNM finished in 0.6s. ETA: 19.1s. Rate: 358.16 forecasts/min
[2025-12-03T21:03:12.118196] [DEBUG] [REMOTE    ] FWONK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:12.119139] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 7 features, N/A% accuracy
[2025-12-03T21:03:12.119189] [INFO ] [LOCAL     ] FWONK: Loaded 7 optimal features with 66.10% confidence from JSON config
[2025-12-03T21:03:12.119219] [DEBUG] [MAG       ] Building data for symbol: FWONK with lookback: 0
[2025-12-03T21:03:12.119988] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:12.120046] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:12.121690] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:12.122184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:12.122951] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:12.124719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:03:12.125366] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:03:12.126451] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:03:12.129141] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:12.140357] [DEBUG] [MAG       ] Z: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:12.202441] [DEBUG] [MAG       ] ASPI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:12.239378] [INFO ] [LOCAL     ] Z: Saved forecast.
[2025-12-03T21:03:12.239442] [INFO ] [main      ] Z: Signal=1 (Conf=80.0%), Magnitude=0.11% (Conf=69.7321%)
[2025-12-03T21:03:12.239835] [INFO ] [main      ] Fetching symbol history for IXUS...
[2025-12-03T21:03:12.239886] [DEBUG] [REMOTE    ] IXUS: Fetching historical data.
[2025-12-03T21:03:12.240676] [INFO ] [main      ] Progress: 852/965 forecasts completed (88.3%). Z finished in 0.6s. ETA: 18.9s. Rate: 358.24 forecasts/min
[2025-12-03T21:03:12.250896] [DEBUG] [REMOTE    ] IXUS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:12.252068] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 5 features, N/A% accuracy
[2025-12-03T21:03:12.252125] [INFO ] [LOCAL     ] IXUS: Loaded 5 optimal features with 66.42% confidence from JSON config
[2025-12-03T21:03:12.255371] [DEBUG] [MAG       ] Building data for symbol: IXUS with lookback: 0
[2025-12-03T21:03:12.256170] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:12.256230] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:12.257907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:12.258433] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:12.258832] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:12.259824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:03:12.260516] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:12.277874] [INFO ] [LOCAL     ] ASPI: Saved forecast.
[2025-12-03T21:03:12.277952] [INFO ] [main      ] ASPI: Signal=1 (Conf=80.0%), Magnitude=-0.16% (Conf=61.5365%)
[2025-12-03T21:03:12.278434] [INFO ] [main      ] Fetching symbol history for APH...
[2025-12-03T21:03:12.278486] [DEBUG] [REMOTE    ] APH: Fetching historical data.
[2025-12-03T21:03:12.278631] [INFO ] [main      ] Progress: 853/965 forecasts completed (88.4%). ASPI finished in 0.6s. ETA: 18.7s. Rate: 358.57 forecasts/min
[2025-12-03T21:03:12.290441] [DEBUG] [REMOTE    ] APH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:12.291363] [DEBUG] [LOCAL     ] Loaded configuration for APH: 1 features, N/A% accuracy
[2025-12-03T21:03:12.291431] [INFO ] [LOCAL     ] APH: Loaded 1 optimal features with 52.39% confidence from JSON config
[2025-12-03T21:03:12.291468] [DEBUG] [MAG       ] Building data for symbol: APH with lookback: 0
[2025-12-03T21:03:12.292380] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:12.292453] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:12.294134] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:12.338735] [DEBUG] [MAG       ] FMAO: Last date is validated at 2025-12-03
[2025-12-03T21:03:12.486461] [DEBUG] [MAG       ] FWONK: Last date is validated at 2025-12-03
[2025-12-03T21:03:12.509325] [DEBUG] [MAG       ] FMAO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:12.580725] [INFO ] [LOCAL     ] FMAO: Saved forecast.
[2025-12-03T21:03:12.580789] [INFO ] [main      ] FMAO: Signal=1 (Conf=80.0%), Magnitude=3.74% (Conf=53.5813%)
[2025-12-03T21:03:12.581131] [INFO ] [main      ] Fetching symbol history for SOFI...
[2025-12-03T21:03:12.581179] [DEBUG] [REMOTE    ] SOFI: Fetching historical data.
[2025-12-03T21:03:12.581624] [INFO ] [main      ] Progress: 854/965 forecasts completed (88.5%). FMAO finished in 0.7s. ETA: 18.6s. Rate: 358.23 forecasts/min
[2025-12-03T21:03:12.593068] [DEBUG] [REMOTE    ] SOFI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:12.594192] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 5 features, N/A% accuracy
[2025-12-03T21:03:12.594433] [INFO ] [LOCAL     ] SOFI: Loaded 5 optimal features with 52.18% confidence from JSON config
[2025-12-03T21:03:12.594463] [DEBUG] [MAG       ] Building data for symbol: SOFI with lookback: 0
[2025-12-03T21:03:12.595237] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:12.595296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:12.600029] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:12.601803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:12.602268] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:12.618745] [DEBUG] [MAG       ] IXUS: Last date is validated at 2025-12-03
[2025-12-03T21:03:12.653067] [DEBUG] [MAG       ] APH: Last date is validated at 2025-12-03
[2025-12-03T21:03:12.664930] [DEBUG] [MAG       ] FWONK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:12.715378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:12.717823] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:12.759376] [INFO ] [LOCAL     ] FWONK: Saved forecast.
[2025-12-03T21:03:12.759439] [INFO ] [main      ] FWONK: Signal=1 (Conf=80.0%), Magnitude=-2.94% (Conf=66.0975%)
[2025-12-03T21:03:12.759604] [INFO ] [main      ] Fetching symbol history for CMCM...
[2025-12-03T21:03:12.759648] [DEBUG] [REMOTE    ] CMCM: Fetching historical data.
[2025-12-03T21:03:12.759805] [INFO ] [main      ] Progress: 855/965 forecasts completed (88.6%). FWONK finished in 0.7s. ETA: 18.4s. Rate: 358.20 forecasts/min
[2025-12-03T21:03:12.770737] [DEBUG] [REMOTE    ] CMCM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:12.771659] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 6 features, N/A% accuracy
[2025-12-03T21:03:12.771714] [INFO ] [LOCAL     ] CMCM: Loaded 6 optimal features with 50.70% confidence from JSON config
[2025-12-03T21:03:12.771745] [DEBUG] [MAG       ] Building data for symbol: CMCM with lookback: 0
[2025-12-03T21:03:12.772474] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:12.772866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:12.774494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:12.775010] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:12.775382] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:12.777748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:12.811555] [DEBUG] [MAG       ] IXUS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:12.825023] [DEBUG] [MAG       ] APH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:12.888188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:12.889526] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:12.892876] [INFO ] [LOCAL     ] IXUS: Saved forecast.
[2025-12-03T21:03:12.892942] [INFO ] [main      ] IXUS: Signal=1 (Conf=80.0%), Magnitude=0.43% (Conf=66.425%)
[2025-12-03T21:03:12.893104] [INFO ] [main      ] Fetching symbol history for PGZ...
[2025-12-03T21:03:12.893147] [DEBUG] [REMOTE    ] PGZ: Fetching historical data.
[2025-12-03T21:03:12.894656] [INFO ] [main      ] Progress: 856/965 forecasts completed (88.7%). IXUS finished in 0.7s. ETA: 18.3s. Rate: 358.28 forecasts/min
[2025-12-03T21:03:12.904366] [DEBUG] [REMOTE    ] PGZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:12.905496] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 11 features, N/A% accuracy
[2025-12-03T21:03:12.905547] [INFO ] [LOCAL     ] PGZ: Loaded 11 optimal features with 32.49% confidence from JSON config
[2025-12-03T21:03:12.905598] [DEBUG] [MAG       ] Building data for symbol: PGZ with lookback: 0
[2025-12-03T21:03:12.906364] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:03:12.906426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:12.911275] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:12.913134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:12.913648] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:12.914096] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:12.914490] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:12.916901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:12.919586] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:12.920664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:03:12.921373] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:03:12.922997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:03:12.924099] [INFO ] [LOCAL     ] APH: Saved forecast.
[2025-12-03T21:03:12.924169] [INFO ] [main      ] APH: Signal=1 (Conf=80.0%), Magnitude=1.30% (Conf=52.3937%)
[2025-12-03T21:03:12.924508] [INFO ] [main      ] Fetching symbol history for BUFC...
[2025-12-03T21:03:12.924556] [DEBUG] [REMOTE    ] BUFC: Fetching historical data.
[2025-12-03T21:03:12.924654] [INFO ] [main      ] Progress: 857/965 forecasts completed (88.8%). APH finished in 0.6s. ETA: 18.1s. Rate: 358.63 forecasts/min
[2025-12-03T21:03:12.929244] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:12.935622] [DEBUG] [REMOTE    ] BUFC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:12.936543] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 4 features, N/A% accuracy
[2025-12-03T21:03:12.936611] [INFO ] [LOCAL     ] BUFC: Loaded 4 optimal features with 49.38% confidence from JSON config
[2025-12-03T21:03:12.936643] [DEBUG] [MAG       ] Building data for symbol: BUFC with lookback: 0
[2025-12-03T21:03:12.937404] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:12.937464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:12.939298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:12.939881] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:12.940344] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:12.940794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:13.059457] [DEBUG] [MAG       ] SOFI: Last date is validated at 2025-12-03
[2025-12-03T21:03:13.255637] [DEBUG] [MAG       ] CMCM: Last date is validated at 2025-12-03
[2025-12-03T21:03:13.286891] [DEBUG] [MAG       ] SOFI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:13.287379] [DEBUG] [MAG       ] PGZ: Last date is validated at 2025-12-03
[2025-12-03T21:03:13.327310] [DEBUG] [MAG       ] BUFC: Last date is validated at 2025-12-03
[2025-12-03T21:03:13.410452] [INFO ] [LOCAL     ] SOFI: Saved forecast.
[2025-12-03T21:03:13.410547] [INFO ] [main      ] SOFI: Signal=1 (Conf=80.0%), Magnitude=2.50% (Conf=52.1752%)
[2025-12-03T21:03:13.411064] [INFO ] [main      ] Fetching symbol history for SLRC...
[2025-12-03T21:03:13.411134] [DEBUG] [REMOTE    ] SLRC: Fetching historical data.
[2025-12-03T21:03:13.411668] [INFO ] [main      ] Progress: 858/965 forecasts completed (88.9%). SOFI finished in 0.8s. ETA: 17.9s. Rate: 357.83 forecasts/min
[2025-12-03T21:03:13.429141] [DEBUG] [REMOTE    ] SLRC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:13.430209] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 8 features, N/A% accuracy
[2025-12-03T21:03:13.430281] [INFO ] [LOCAL     ] SLRC: Loaded 8 optimal features with 64.32% confidence from JSON config
[2025-12-03T21:03:13.430333] [DEBUG] [MAG       ] Building data for symbol: SLRC with lookback: 0
[2025-12-03T21:03:13.431426] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:13.431501] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:13.437542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:13.439685] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:13.440304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:13.441198] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:13.444790] [DEBUG] [MAG       ] CMCM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:13.469614] [DEBUG] [MAG       ] PGZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:13.488622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:03:13.490378] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:13.491243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_open
[2025-12-03T21:03:13.492046] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:13.514297] [INFO ] [LOCAL     ] CMCM: Saved forecast.
[2025-12-03T21:03:13.514384] [INFO ] [main      ] CMCM: Signal=1 (Conf=80.0%), Magnitude=5.82% (Conf=50.7045%)
[2025-12-03T21:03:13.514611] [INFO ] [main      ] Fetching symbol history for PCYO...
[2025-12-03T21:03:13.514670] [DEBUG] [REMOTE    ] PCYO: Fetching historical data.
[2025-12-03T21:03:13.515415] [INFO ] [main      ] Progress: 859/965 forecasts completed (89.0%). CMCM finished in 0.8s. ETA: 17.8s. Rate: 357.99 forecasts/min
[2025-12-03T21:03:13.528102] [DEBUG] [MAG       ] BUFC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:13.528517] [DEBUG] [REMOTE    ] PCYO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:13.529470] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 3 features, N/A% accuracy
[2025-12-03T21:03:13.529531] [INFO ] [LOCAL     ] PCYO: Loaded 3 optimal features with 50.02% confidence from JSON config
[2025-12-03T21:03:13.529565] [DEBUG] [MAG       ] Building data for symbol: PCYO with lookback: 0
[2025-12-03T21:03:13.530535] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:13.530624] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:13.535897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:13.536879] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:13.540491] [INFO ] [LOCAL     ] PGZ: Saved forecast.
[2025-12-03T21:03:13.540560] [INFO ] [main      ] PGZ: Signal=1 (Conf=80.0%), Magnitude=0.03% (Conf=32.4938%)
[2025-12-03T21:03:13.540751] [INFO ] [main      ] Fetching symbol history for CWEN...
[2025-12-03T21:03:13.540794] [DEBUG] [REMOTE    ] CWEN: Fetching historical data.
[2025-12-03T21:03:13.542666] [INFO ] [main      ] Progress: 860/965 forecasts completed (89.1%). PGZ finished in 0.6s. ETA: 17.6s. Rate: 358.34 forecasts/min
[2025-12-03T21:03:13.553127] [DEBUG] [REMOTE    ] CWEN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:13.554105] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 9 features, N/A% accuracy
[2025-12-03T21:03:13.554167] [INFO ] [LOCAL     ] CWEN: Loaded 9 optimal features with 45.59% confidence from JSON config
[2025-12-03T21:03:13.554200] [DEBUG] [MAG       ] Building data for symbol: CWEN with lookback: 0
[2025-12-03T21:03:13.555103] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:13.555170] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:13.556953] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:13.557533] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:13.558020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:13.558566] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:13.610599] [INFO ] [LOCAL     ] BUFC: Saved forecast.
[2025-12-03T21:03:13.610699] [INFO ] [main      ] BUFC: Signal=1 (Conf=80.0%), Magnitude=0.14% (Conf=49.3815%)
[2025-12-03T21:03:13.611169] [INFO ] [main      ] Fetching symbol history for OS...
[2025-12-03T21:03:13.611240] [DEBUG] [REMOTE    ] OS: Fetching historical data.
[2025-12-03T21:03:13.611694] [INFO ] [main      ] Progress: 861/965 forecasts completed (89.2%). BUFC finished in 0.7s. ETA: 17.4s. Rate: 358.58 forecasts/min
[2025-12-03T21:03:13.629319] [DEBUG] [REMOTE    ] OS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:13.630689] [DEBUG] [LOCAL     ] Loaded configuration for OS: 3 features, N/A% accuracy
[2025-12-03T21:03:13.631207] [INFO ] [LOCAL     ] OS: Loaded 3 optimal features with 62.11% confidence from JSON config
[2025-12-03T21:03:13.631253] [DEBUG] [MAG       ] Building data for symbol: OS with lookback: 0
[2025-12-03T21:03:13.632455] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:13.632530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:13.640122] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:03:13.645323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:13.647407] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:13.671436] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:13.691902] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:13.693496] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:13.695112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:13.697659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:13.698548] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:14.000329] [DEBUG] [MAG       ] SLRC: Last date is validated at 2025-12-03
[2025-12-03T21:03:14.060388] [DEBUG] [MAG       ] PCYO: Last date is validated at 2025-12-03
[2025-12-03T21:03:14.108102] [DEBUG] [MAG       ] CWEN: Last date is validated at 2025-12-03
[2025-12-03T21:03:14.157741] [DEBUG] [MAG       ] OS: Last date is validated at 2025-12-03
[2025-12-03T21:03:14.234984] [DEBUG] [MAG       ] SLRC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:14.241433] [DEBUG] [MAG       ] PCYO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:14.307497] [INFO ] [LOCAL     ] PCYO: Saved forecast.
[2025-12-03T21:03:14.307566] [INFO ] [main      ] PCYO: Signal=1 (Conf=80.0%), Magnitude=0.53% (Conf=50.0166%)
[2025-12-03T21:03:14.307978] [INFO ] [main      ] Progress: 862/965 forecasts completed (89.3%). PCYO finished in 0.8s. ETA: 17.3s. Rate: 357.27 forecasts/min
[2025-12-03T21:03:14.308198] [INFO ] [main      ] Fetching symbol history for AEE...
[2025-12-03T21:03:14.308252] [DEBUG] [REMOTE    ] AEE: Fetching historical data.
[2025-12-03T21:03:14.322042] [DEBUG] [REMOTE    ] AEE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:14.324052] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, N/A% accuracy
[2025-12-03T21:03:14.324118] [INFO ] [LOCAL     ] AEE: Loaded 1 optimal features with 46.41% confidence from JSON config
[2025-12-03T21:03:14.324155] [DEBUG] [MAG       ] Building data for symbol: AEE with lookback: 0
[2025-12-03T21:03:14.325046] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:14.325107] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:14.327347] [INFO ] [LOCAL     ] SLRC: Saved forecast.
[2025-12-03T21:03:14.327435] [INFO ] [main      ] SLRC: Signal=1 (Conf=80.0%), Magnitude=2.36% (Conf=64.3162%)
[2025-12-03T21:03:14.327890] [INFO ] [main      ] Fetching symbol history for FID...
[2025-12-03T21:03:14.327958] [DEBUG] [REMOTE    ] FID: Fetching historical data.
[2025-12-03T21:03:14.329201] [INFO ] [main      ] Progress: 863/965 forecasts completed (89.4%). SLRC finished in 0.9s. ETA: 17.1s. Rate: 357.63 forecasts/min
[2025-12-03T21:03:14.330100] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:14.344419] [DEBUG] [REMOTE    ] FID: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:14.345136] [DEBUG] [MAG       ] CWEN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:14.345560] [DEBUG] [LOCAL     ] Loaded configuration for FID: 6 features, N/A% accuracy
[2025-12-03T21:03:14.345662] [INFO ] [LOCAL     ] FID: Loaded 6 optimal features with 58.28% confidence from JSON config
[2025-12-03T21:03:14.345701] [DEBUG] [MAG       ] Building data for symbol: FID with lookback: 0
[2025-12-03T21:03:14.346739] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:14.346811] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:14.352857] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:03:14.356386] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:14.357287] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:03:14.360142] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:03:14.361831] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:03:14.363472] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:14.383078] [DEBUG] [MAG       ] OS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:14.424328] [INFO ] [LOCAL     ] CWEN: Saved forecast.
[2025-12-03T21:03:14.424394] [INFO ] [main      ] CWEN: Signal=1 (Conf=80.0%), Magnitude=-2.34% (Conf=45.5947%)
[2025-12-03T21:03:14.424756] [INFO ] [main      ] Fetching symbol history for SIGI...
[2025-12-03T21:03:14.424806] [DEBUG] [REMOTE    ] SIGI: Fetching historical data.
[2025-12-03T21:03:14.425683] [INFO ] [main      ] Progress: 864/965 forecasts completed (89.5%). CWEN finished in 0.9s. ETA: 16.9s. Rate: 357.81 forecasts/min
[2025-12-03T21:03:14.436300] [DEBUG] [REMOTE    ] SIGI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:14.437487] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 2 features, N/A% accuracy
[2025-12-03T21:03:14.437564] [INFO ] [LOCAL     ] SIGI: Loaded 2 optimal features with 64.35% confidence from JSON config
[2025-12-03T21:03:14.437648] [DEBUG] [MAG       ] Building data for symbol: SIGI with lookback: 0
[2025-12-03T21:03:14.438927] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:14.439006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:14.446608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:03:14.452609] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:14.483363] [INFO ] [LOCAL     ] OS: Saved forecast.
[2025-12-03T21:03:14.483462] [INFO ] [main      ] OS: Signal=1 (Conf=80.0%), Magnitude=-6.16% (Conf=62.1141%)
[2025-12-03T21:03:14.484083] [INFO ] [main      ] Fetching symbol history for PLSE...
[2025-12-03T21:03:14.484158] [DEBUG] [REMOTE    ] PLSE: Fetching historical data.
[2025-12-03T21:03:14.484675] [INFO ] [main      ] Progress: 865/965 forecasts completed (89.6%). OS finished in 0.9s. ETA: 16.8s. Rate: 358.08 forecasts/min
[2025-12-03T21:03:14.501187] [DEBUG] [REMOTE    ] PLSE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:14.502380] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 5 features, N/A% accuracy
[2025-12-03T21:03:14.502455] [INFO ] [LOCAL     ] PLSE: Loaded 5 optimal features with 59.85% confidence from JSON config
[2025-12-03T21:03:14.502503] [DEBUG] [MAG       ] Building data for symbol: PLSE with lookback: 0
[2025-12-03T21:03:14.503773] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:14.503887] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:14.506454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:14.507231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:14.507817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:14.510353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:14.514774] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:14.722921] [DEBUG] [MAG       ] AEE: Last date is validated at 2025-12-03
[2025-12-03T21:03:14.797857] [DEBUG] [MAG       ] FID: Last date is validated at 2025-12-03
[2025-12-03T21:03:14.876908] [DEBUG] [MAG       ] SIGI: Last date is validated at 2025-12-03
[2025-12-03T21:03:14.895817] [DEBUG] [MAG       ] AEE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:14.926481] [DEBUG] [MAG       ] PLSE: Last date is validated at 2025-12-03
[2025-12-03T21:03:14.985046] [INFO ] [LOCAL     ] AEE: Saved forecast.
[2025-12-03T21:03:14.985113] [INFO ] [main      ] AEE: Signal=1 (Conf=80.0%), Magnitude=-0.91% (Conf=46.4129%)
[2025-12-03T21:03:14.985274] [INFO ] [main      ] Fetching symbol history for CDIO...
[2025-12-03T21:03:14.985316] [DEBUG] [REMOTE    ] CDIO: Fetching historical data.
[2025-12-03T21:03:14.986692] [INFO ] [main      ] Progress: 866/965 forecasts completed (89.7%). AEE finished in 0.7s. ETA: 16.6s. Rate: 357.25 forecasts/min
[2025-12-03T21:03:14.997350] [DEBUG] [REMOTE    ] CDIO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:14.998501] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, N/A% accuracy
[2025-12-03T21:03:14.998562] [INFO ] [LOCAL     ] CDIO: Loaded 2 optimal features with 68.20% confidence from JSON config
[2025-12-03T21:03:14.998614] [DEBUG] [MAG       ] Building data for symbol: CDIO with lookback: 0
[2025-12-03T21:03:14.999690] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:14.999752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:03:15.001015] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:15.002313] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:15.013241] [DEBUG] [MAG       ] FID: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:15.055999] [DEBUG] [MAG       ] SIGI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:15.096719] [INFO ] [LOCAL     ] FID: Saved forecast.
[2025-12-03T21:03:15.096786] [INFO ] [main      ] FID: Signal=1 (Conf=80.0%), Magnitude=0.38% (Conf=58.2757%)
[2025-12-03T21:03:15.097130] [INFO ] [main      ] Progress: 867/965 forecasts completed (89.8%). FID finished in 0.8s. ETA: 16.5s. Rate: 357.39 forecasts/min
[2025-12-03T21:03:15.097265] [INFO ] [main      ] Fetching symbol history for JPM...
[2025-12-03T21:03:15.097320] [DEBUG] [REMOTE    ] JPM: Fetching historical data.
[2025-12-03T21:03:15.109439] [DEBUG] [REMOTE    ] JPM: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:15.109906] [DEBUG] [MAG       ] PLSE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:15.110611] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 5 features, N/A% accuracy
[2025-12-03T21:03:15.110665] [INFO ] [LOCAL     ] JPM: Loaded 5 optimal features with 53.99% confidence from JSON config
[2025-12-03T21:03:15.110696] [DEBUG] [MAG       ] Building data for symbol: JPM with lookback: 0
[2025-12-03T21:03:15.111492] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:15.111553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:15.113704] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:15.114219] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:15.114798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:15.115542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:15.116447] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:15.159487] [INFO ] [LOCAL     ] SIGI: Saved forecast.
[2025-12-03T21:03:15.159553] [INFO ] [main      ] SIGI: Signal=1 (Conf=80.0%), Magnitude=-1.14% (Conf=64.3455%)
[2025-12-03T21:03:15.159917] [INFO ] [main      ] Fetching symbol history for BSY...
[2025-12-03T21:03:15.159966] [DEBUG] [REMOTE    ] BSY: Fetching historical data.
[2025-12-03T21:03:15.160653] [INFO ] [main      ] Progress: 868/965 forecasts completed (89.9%). SIGI finished in 0.7s. ETA: 16.3s. Rate: 357.65 forecasts/min
[2025-12-03T21:03:15.171672] [DEBUG] [REMOTE    ] BSY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:15.173170] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 7 features, N/A% accuracy
[2025-12-03T21:03:15.173222] [INFO ] [LOCAL     ] BSY: Loaded 7 optimal features with 76.05% confidence from JSON config
[2025-12-03T21:03:15.173254] [DEBUG] [MAG       ] Building data for symbol: BSY with lookback: 0
[2025-12-03T21:03:15.174235] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:15.174297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:15.182329] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:15.183148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:15.183964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:15.185626] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:15.187517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:03:15.189092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:15.190115] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:15.201060] [INFO ] [LOCAL     ] PLSE: Saved forecast.
[2025-12-03T21:03:15.201132] [INFO ] [main      ] PLSE: Signal=1 (Conf=80.0%), Magnitude=0.05% (Conf=59.8483%)
[2025-12-03T21:03:15.201613] [INFO ] [main      ] Fetching symbol history for KMB...
[2025-12-03T21:03:15.201667] [DEBUG] [REMOTE    ] KMB: Fetching historical data.
[2025-12-03T21:03:15.201657] [INFO ] [main      ] Progress: 869/965 forecasts completed (90.1%). PLSE finished in 0.7s. ETA: 16.1s. Rate: 357.96 forecasts/min
[2025-12-03T21:03:15.214529] [DEBUG] [REMOTE    ] KMB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:15.215439] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 12 features, N/A% accuracy
[2025-12-03T21:03:15.215493] [INFO ] [LOCAL     ] KMB: Loaded 12 optimal features with 57.05% confidence from JSON config
[2025-12-03T21:03:15.215525] [DEBUG] [MAG       ] Building data for symbol: KMB with lookback: 0
[2025-12-03T21:03:15.216386] [DEBUG] [FEATURES  ] DataBuilder: Executing 12 feature methods.
[2025-12-03T21:03:15.216454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:15.221926] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:15.222939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:15.225459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:15.341000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:03:15.341934] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_prev_range_position
[2025-12-03T21:03:15.345033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:03:15.346273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:15.348250] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:15.348814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:15.349959] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:15.352065] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:03:15.354997] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:15.365814] [DEBUG] [MAG       ] CDIO: Last date is validated at 2025-12-03
[2025-12-03T21:03:15.459780] [DEBUG] [MAG       ] JPM: Last date is validated at 2025-12-03
[2025-12-03T21:03:15.529206] [DEBUG] [MAG       ] BSY: Last date is validated at 2025-12-03
[2025-12-03T21:03:15.531948] [DEBUG] [MAG       ] CDIO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:15.625557] [DEBUG] [MAG       ] JPM: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:15.699279] [DEBUG] [MAG       ] KMB: Last date is validated at 2025-12-03
[2025-12-03T21:03:15.720642] [DEBUG] [MAG       ] BSY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:15.723424] [INFO ] [LOCAL     ] CDIO: Saved forecast.
[2025-12-03T21:03:15.723489] [INFO ] [main      ] CDIO: Signal=1 (Conf=80.0%), Magnitude=-2.88% (Conf=68.1954%)
[2025-12-03T21:03:15.723654] [INFO ] [main      ] Fetching symbol history for CYN...
[2025-12-03T21:03:15.723697] [DEBUG] [REMOTE    ] CYN: Fetching historical data.
[2025-12-03T21:03:15.724896] [INFO ] [main      ] Progress: 870/965 forecasts completed (90.2%). CDIO finished in 0.7s. ETA: 16.0s. Rate: 357.09 forecasts/min
[2025-12-03T21:03:15.734943] [DEBUG] [REMOTE    ] CYN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:15.735819] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 6 features, N/A% accuracy
[2025-12-03T21:03:15.735870] [INFO ] [LOCAL     ] CYN: Loaded 6 optimal features with 34.77% confidence from JSON config
[2025-12-03T21:03:15.735899] [DEBUG] [MAG       ] Building data for symbol: CYN with lookback: 0
[2025-12-03T21:03:15.736669] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:15.736728] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:15.738379] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:15.738894] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:15.739315] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:15.739710] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:03:15.741020] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:03:15.742469] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:15.768534] [INFO ] [LOCAL     ] JPM: Saved forecast.
[2025-12-03T21:03:15.768622] [INFO ] [main      ] JPM: Signal=1 (Conf=80.0%), Magnitude=0.41% (Conf=53.9853%)
[2025-12-03T21:03:15.768981] [INFO ] [main      ] Progress: 871/965 forecasts completed (90.3%). JPM finished in 0.7s. ETA: 15.8s. Rate: 357.39 forecasts/min
[2025-12-03T21:03:15.769108] [INFO ] [main      ] Fetching symbol history for CNF...
[2025-12-03T21:03:15.769158] [DEBUG] [REMOTE    ] CNF: Fetching historical data.
[2025-12-03T21:03:15.780706] [DEBUG] [REMOTE    ] CNF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:15.781746] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 6 features, N/A% accuracy
[2025-12-03T21:03:15.781802] [INFO ] [LOCAL     ] CNF: Loaded 6 optimal features with 50.06% confidence from JSON config
[2025-12-03T21:03:15.781834] [DEBUG] [MAG       ] Building data for symbol: CNF with lookback: 0
[2025-12-03T21:03:15.782854] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:15.782915] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:15.784860] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:15.785597] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:15.786040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:15.786601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:15.789247] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:15.790963] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:15.811042] [INFO ] [LOCAL     ] BSY: Saved forecast.
[2025-12-03T21:03:15.811108] [INFO ] [main      ] BSY: Signal=1 (Conf=80.0%), Magnitude=0.31% (Conf=76.0475%)
[2025-12-03T21:03:15.811514] [INFO ] [main      ] Progress: 872/965 forecasts completed (90.4%). BSY finished in 0.7s. ETA: 15.6s. Rate: 357.70 forecasts/min
[2025-12-03T21:03:15.811718] [INFO ] [main      ] Fetching symbol history for VSEC...
[2025-12-03T21:03:15.811765] [DEBUG] [REMOTE    ] VSEC: Fetching historical data.
[2025-12-03T21:03:15.824090] [DEBUG] [REMOTE    ] VSEC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:15.824874] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 0 features, N/A% accuracy
[2025-12-03T21:03:15.824927] [INFO ] [LOCAL     ] VSEC: Loaded 0 optimal features with 57.37% confidence from JSON config
[2025-12-03T21:03:15.824960] [DEBUG] [MAG       ] Building data for symbol: VSEC with lookback: 0
[2025-12-03T21:03:15.825771] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:03:15.868035] [DEBUG] [MAG       ] KMB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:16.075230] [DEBUG] [MAG       ] CYN: Last date is validated at 2025-12-03
[2025-12-03T21:03:16.095707] [INFO ] [LOCAL     ] KMB: Saved forecast.
[2025-12-03T21:03:16.095774] [INFO ] [main      ] KMB: Signal=1 (Conf=80.0%), Magnitude=-0.16% (Conf=57.0518%)
[2025-12-03T21:03:16.096223] [INFO ] [main      ] Fetching symbol history for OLED...
[2025-12-03T21:03:16.096277] [DEBUG] [REMOTE    ] OLED: Fetching historical data.
[2025-12-03T21:03:16.096660] [INFO ] [main      ] Progress: 873/965 forecasts completed (90.5%). KMB finished in 0.9s. ETA: 15.4s. Rate: 357.41 forecasts/min
[2025-12-03T21:03:16.109093] [DEBUG] [REMOTE    ] OLED: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:16.110030] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 6 features, N/A% accuracy
[2025-12-03T21:03:16.110083] [INFO ] [LOCAL     ] OLED: Loaded 6 optimal features with 41.75% confidence from JSON config
[2025-12-03T21:03:16.110117] [DEBUG] [MAG       ] Building data for symbol: OLED with lookback: 0
[2025-12-03T21:03:16.110961] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:16.111024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:16.116040] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:16.140554] [DEBUG] [MAG       ] CNF: Last date is validated at 2025-12-03
[2025-12-03T21:03:16.167629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:03:16.169394] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:16.170179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:03:16.172380] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:03:16.173780] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:16.193742] [DEBUG] [MAG       ] VSEC: Last date is validated at 2025-12-03
[2025-12-03T21:03:16.244270] [DEBUG] [MAG       ] CYN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:16.315006] [DEBUG] [MAG       ] CNF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:16.375330] [DEBUG] [MAG       ] VSEC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:16.410095] [INFO ] [LOCAL     ] CNF: Saved forecast.
[2025-12-03T21:03:16.410160] [INFO ] [main      ] CNF: Signal=1 (Conf=80.0%), Magnitude=-0.66% (Conf=50.0559%)
[2025-12-03T21:03:16.410511] [INFO ] [main      ] Fetching symbol history for BBY...
[2025-12-03T21:03:16.410560] [DEBUG] [REMOTE    ] BBY: Fetching historical data.
[2025-12-03T21:03:16.410537] [INFO ] [main      ] Progress: 874/965 forecasts completed (90.6%). CNF finished in 0.6s. ETA: 15.3s. Rate: 357.06 forecasts/min
[2025-12-03T21:03:16.421445] [DEBUG] [REMOTE    ] BBY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:16.422510] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 5 features, N/A% accuracy
[2025-12-03T21:03:16.422561] [INFO ] [LOCAL     ] BBY: Loaded 5 optimal features with 52.72% confidence from JSON config
[2025-12-03T21:03:16.422608] [DEBUG] [MAG       ] Building data for symbol: BBY with lookback: 0
[2025-12-03T21:03:16.423360] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:16.423418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:16.428146] [INFO ] [LOCAL     ] CYN: Saved forecast.
[2025-12-03T21:03:16.428213] [INFO ] [main      ] CYN: Signal=1 (Conf=80.0%), Magnitude=-48.23% (Conf=34.7704%)
[2025-12-03T21:03:16.428566] [INFO ] [main      ] Fetching symbol history for GFF...
[2025-12-03T21:03:16.428610] [INFO ] [main      ] Progress: 875/965 forecasts completed (90.7%). CYN finished in 0.7s. ETA: 15.1s. Rate: 357.42 forecasts/min
[2025-12-03T21:03:16.428640] [DEBUG] [REMOTE    ] GFF: Fetching historical data.
[2025-12-03T21:03:16.428641] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:16.430544] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:16.431629] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:16.432014] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:16.440792] [DEBUG] [REMOTE    ] GFF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:16.441780] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 2 features, N/A% accuracy
[2025-12-03T21:03:16.441831] [INFO ] [LOCAL     ] GFF: Loaded 2 optimal features with 40.44% confidence from JSON config
[2025-12-03T21:03:16.441861] [DEBUG] [MAG       ] Building data for symbol: GFF with lookback: 0
[2025-12-03T21:03:16.442618] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:16.443192] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:16.448199] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:16.449397] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:16.487488] [INFO ] [LOCAL     ] VSEC: Saved forecast.
[2025-12-03T21:03:16.487556] [INFO ] [main      ] VSEC: Signal=1 (Conf=80.0%), Magnitude=2.28% (Conf=57.3731%)
[2025-12-03T21:03:16.487732] [INFO ] [main      ] Fetching symbol history for RBC...
[2025-12-03T21:03:16.487779] [DEBUG] [REMOTE    ] RBC: Fetching historical data.
[2025-12-03T21:03:16.488888] [INFO ] [main      ] Progress: 876/965 forecasts completed (90.8%). VSEC finished in 0.7s. ETA: 14.9s. Rate: 357.68 forecasts/min
[2025-12-03T21:03:16.500005] [DEBUG] [REMOTE    ] RBC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:16.500931] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 2 features, N/A% accuracy
[2025-12-03T21:03:16.500984] [INFO ] [LOCAL     ] RBC: Loaded 2 optimal features with 53.68% confidence from JSON config
[2025-12-03T21:03:16.501027] [DEBUG] [MAG       ] Building data for symbol: RBC with lookback: 0
[2025-12-03T21:03:16.501877] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:16.501935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:16.507165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:03:16.523462] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:16.531659] [DEBUG] [MAG       ] OLED: Last date is validated at 2025-12-03
[2025-12-03T21:03:16.541277] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:16.703169] [DEBUG] [MAG       ] OLED: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:16.784138] [DEBUG] [MAG       ] GFF: Last date is validated at 2025-12-03
[2025-12-03T21:03:16.826089] [INFO ] [LOCAL     ] OLED: Saved forecast.
[2025-12-03T21:03:16.826155] [INFO ] [main      ] OLED: Signal=1 (Conf=80.0%), Magnitude=-1.56% (Conf=41.7518%)
[2025-12-03T21:03:16.826518] [INFO ] [main      ] Fetching symbol history for PML...
[2025-12-03T21:03:16.826584] [DEBUG] [REMOTE    ] PML: Fetching historical data.
[2025-12-03T21:03:16.826657] [INFO ] [main      ] Progress: 877/965 forecasts completed (90.9%). OLED finished in 0.7s. ETA: 14.8s. Rate: 357.27 forecasts/min
[2025-12-03T21:03:16.837816] [DEBUG] [REMOTE    ] PML: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:16.838852] [DEBUG] [LOCAL     ] Loaded configuration for PML: 2 features, N/A% accuracy
[2025-12-03T21:03:16.838907] [INFO ] [LOCAL     ] PML: Loaded 2 optimal features with 53.19% confidence from JSON config
[2025-12-03T21:03:16.838940] [DEBUG] [MAG       ] Building data for symbol: PML with lookback: 0
[2025-12-03T21:03:16.839753] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:16.841506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:16.848220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:03:16.849043] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:16.889473] [DEBUG] [MAG       ] BBY: Last date is validated at 2025-12-03
[2025-12-03T21:03:16.893737] [DEBUG] [MAG       ] RBC: Last date is validated at 2025-12-03
[2025-12-03T21:03:16.957665] [DEBUG] [MAG       ] GFF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:17.055146] [INFO ] [LOCAL     ] GFF: Saved forecast.
[2025-12-03T21:03:17.055211] [INFO ] [main      ] GFF: Signal=1 (Conf=80.0%), Magnitude=3.42% (Conf=40.4384%)
[2025-12-03T21:03:17.055384] [INFO ] [main      ] Fetching symbol history for MFC...
[2025-12-03T21:03:17.055433] [DEBUG] [REMOTE    ] MFC: Fetching historical data.
[2025-12-03T21:03:17.056658] [INFO ] [main      ] Progress: 878/965 forecasts completed (91.0%). GFF finished in 0.6s. ETA: 14.6s. Rate: 357.12 forecasts/min
[2025-12-03T21:03:17.059298] [DEBUG] [MAG       ] RBC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:17.067727] [DEBUG] [REMOTE    ] MFC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:17.068691] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 1 features, N/A% accuracy
[2025-12-03T21:03:17.068742] [INFO ] [LOCAL     ] MFC: Loaded 1 optimal features with 66.66% confidence from JSON config
[2025-12-03T21:03:17.068772] [DEBUG] [MAG       ] Building data for symbol: MFC with lookback: 0
[2025-12-03T21:03:17.069539] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:17.069618] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:17.074530] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:17.078824] [DEBUG] [MAG       ] BBY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:17.190273] [INFO ] [LOCAL     ] BBY: Saved forecast.
[2025-12-03T21:03:17.190339] [INFO ] [main      ] BBY: Signal=1 (Conf=80.0%), Magnitude=4.48% (Conf=52.7236%)
[2025-12-03T21:03:17.190704] [INFO ] [main      ] Fetching symbol history for AMTB...
[2025-12-03T21:03:17.190754] [DEBUG] [REMOTE    ] AMTB: Fetching historical data.
[2025-12-03T21:03:17.190772] [INFO ] [main      ] Progress: 879/965 forecasts completed (91.1%). BBY finished in 0.8s. ETA: 14.4s. Rate: 357.20 forecasts/min
[2025-12-03T21:03:17.201934] [DEBUG] [MAG       ] PML: Last date is validated at 2025-12-03
[2025-12-03T21:03:17.202916] [DEBUG] [REMOTE    ] AMTB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:17.203815] [INFO ] [LOCAL     ] RBC: Saved forecast.
[2025-12-03T21:03:17.203879] [INFO ] [main      ] RBC: Signal=1 (Conf=80.0%), Magnitude=0.02% (Conf=53.6849%)
[2025-12-03T21:03:17.204039] [INFO ] [main      ] Fetching symbol history for BKCH...
[2025-12-03T21:03:17.204082] [DEBUG] [REMOTE    ] BKCH: Fetching historical data.
[2025-12-03T21:03:17.204287] [INFO ] [main      ] Progress: 880/965 forecasts completed (91.2%). RBC finished in 0.7s. ETA: 14.3s. Rate: 357.58 forecasts/min
[2025-12-03T21:03:17.204884] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 7 features, N/A% accuracy
[2025-12-03T21:03:17.204941] [INFO ] [LOCAL     ] AMTB: Loaded 7 optimal features with 60.06% confidence from JSON config
[2025-12-03T21:03:17.204972] [DEBUG] [MAG       ] Building data for symbol: AMTB with lookback: 0
[2025-12-03T21:03:17.205945] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:17.206005] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:17.211074] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:17.212799] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:17.213265] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:17.213666] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:17.214842] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:17.215835] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:17.216544] [DEBUG] [REMOTE    ] BKCH: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:17.217594] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 3 features, N/A% accuracy
[2025-12-03T21:03:17.217646] [INFO ] [LOCAL     ] BKCH: Loaded 3 optimal features with 54.17% confidence from JSON config
[2025-12-03T21:03:17.217677] [DEBUG] [MAG       ] Building data for symbol: BKCH with lookback: 0
[2025-12-03T21:03:17.217795] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:17.218466] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:17.218524] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:17.223565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:17.225536] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:17.226702] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:17.385220] [DEBUG] [MAG       ] PML: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:17.431134] [DEBUG] [MAG       ] MFC: Last date is validated at 2025-12-03
[2025-12-03T21:03:17.444779] [INFO ] [LOCAL     ] PML: Saved forecast.
[2025-12-03T21:03:17.444846] [INFO ] [main      ] PML: Signal=1 (Conf=80.0%), Magnitude=0.13% (Conf=53.1879%)
[2025-12-03T21:03:17.445247] [INFO ] [main      ] Fetching symbol history for CVKD...
[2025-12-03T21:03:17.445303] [DEBUG] [REMOTE    ] CVKD: Fetching historical data.
[2025-12-03T21:03:17.445650] [INFO ] [main      ] Progress: 881/965 forecasts completed (91.3%). PML finished in 0.6s. ETA: 14.1s. Rate: 357.40 forecasts/min
[2025-12-03T21:03:17.456915] [DEBUG] [REMOTE    ] CVKD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:17.457944] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 2 features, N/A% accuracy
[2025-12-03T21:03:17.458002] [INFO ] [LOCAL     ] CVKD: Loaded 2 optimal features with 54.61% confidence from JSON config
[2025-12-03T21:03:17.458034] [DEBUG] [MAG       ] Building data for symbol: CVKD with lookback: 0
[2025-12-03T21:03:17.458946] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:17.459006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:17.460897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:17.461401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:17.563369] [DEBUG] [MAG       ] BKCH: Last date is validated at 2025-12-03
[2025-12-03T21:03:17.565524] [DEBUG] [MAG       ] AMTB: Last date is validated at 2025-12-03
[2025-12-03T21:03:17.605706] [DEBUG] [MAG       ] MFC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:17.684298] [INFO ] [LOCAL     ] MFC: Saved forecast.
[2025-12-03T21:03:17.684366] [INFO ] [main      ] MFC: Signal=1 (Conf=80.0%), Magnitude=0.46% (Conf=66.6621%)
[2025-12-03T21:03:17.684527] [INFO ] [main      ] Fetching symbol history for CRBG...
[2025-12-03T21:03:17.684586] [DEBUG] [REMOTE    ] CRBG: Fetching historical data.
[2025-12-03T21:03:17.687644] [INFO ] [main      ] Progress: 882/965 forecasts completed (91.4%). MFC finished in 0.6s. ETA: 13.9s. Rate: 357.22 forecasts/min
[2025-12-03T21:03:17.698015] [DEBUG] [REMOTE    ] CRBG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:17.699017] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 2 features, N/A% accuracy
[2025-12-03T21:03:17.699069] [INFO ] [LOCAL     ] CRBG: Loaded 2 optimal features with 60.57% confidence from JSON config
[2025-12-03T21:03:17.699100] [DEBUG] [MAG       ] Building data for symbol: CRBG with lookback: 0
[2025-12-03T21:03:17.699906] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:17.699964] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:17.704913] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:03:17.706747] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:17.730749] [DEBUG] [MAG       ] BKCH: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:17.738982] [DEBUG] [MAG       ] AMTB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:17.818274] [DEBUG] [MAG       ] CVKD: Last date is validated at 2025-12-03
[2025-12-03T21:03:17.820051] [INFO ] [LOCAL     ] AMTB: Saved forecast.
[2025-12-03T21:03:17.820119] [INFO ] [main      ] AMTB: Signal=1 (Conf=80.0%), Magnitude=2.44% (Conf=60.0557%)
[2025-12-03T21:03:17.820280] [INFO ] [main      ] Fetching symbol history for RCUS...
[2025-12-03T21:03:17.820323] [DEBUG] [REMOTE    ] RCUS: Fetching historical data.
[2025-12-03T21:03:17.820861] [INFO ] [main      ] Progress: 883/965 forecasts completed (91.5%). AMTB finished in 0.6s. ETA: 13.8s. Rate: 357.30 forecasts/min
[2025-12-03T21:03:17.832941] [DEBUG] [REMOTE    ] RCUS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:17.834188] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 8 features, N/A% accuracy
[2025-12-03T21:03:17.834241] [INFO ] [LOCAL     ] RCUS: Loaded 8 optimal features with 50.29% confidence from JSON config
[2025-12-03T21:03:17.834271] [DEBUG] [MAG       ] Building data for symbol: RCUS with lookback: 0
[2025-12-03T21:03:17.835094] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:17.835158] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:17.840176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:17.841399] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:17.843933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:17.844771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:03:17.847504] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:17.849236] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:03:17.850149] [INFO ] [LOCAL     ] BKCH: Saved forecast.
[2025-12-03T21:03:17.850214] [INFO ] [main      ] BKCH: Signal=1 (Conf=80.0%), Magnitude=0.65% (Conf=54.1689%)
[2025-12-03T21:03:17.850583] [INFO ] [main      ] Fetching symbol history for TMDX...
[2025-12-03T21:03:17.850635] [DEBUG] [REMOTE    ] TMDX: Fetching historical data.
[2025-12-03T21:03:17.851435] [INFO ] [main      ] Progress: 884/965 forecasts completed (91.6%). BKCH finished in 0.6s. ETA: 13.6s. Rate: 357.63 forecasts/min
[2025-12-03T21:03:17.851486] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:03:17.855768] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:17.862085] [DEBUG] [REMOTE    ] TMDX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:17.863027] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 2 features, N/A% accuracy
[2025-12-03T21:03:17.863077] [INFO ] [LOCAL     ] TMDX: Loaded 2 optimal features with 40.74% confidence from JSON config
[2025-12-03T21:03:17.863107] [DEBUG] [MAG       ] Building data for symbol: TMDX with lookback: 0
[2025-12-03T21:03:17.863887] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:17.863944] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:17.865613] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:17.866113] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:18.016775] [DEBUG] [MAG       ] CVKD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:18.058440] [DEBUG] [MAG       ] CRBG: Last date is validated at 2025-12-03
[2025-12-03T21:03:18.096611] [INFO ] [LOCAL     ] CVKD: Saved forecast.
[2025-12-03T21:03:18.096679] [INFO ] [main      ] CVKD: Signal=1 (Conf=80.0%), Magnitude=-1.92% (Conf=54.609%)
[2025-12-03T21:03:18.097027] [INFO ] [main      ] Fetching symbol history for LINK...
[2025-12-03T21:03:18.097076] [DEBUG] [REMOTE    ] LINK: Fetching historical data.
[2025-12-03T21:03:18.098648] [INFO ] [main      ] Progress: 885/965 forecasts completed (91.7%). CVKD finished in 0.7s. ETA: 13.4s. Rate: 357.44 forecasts/min
[2025-12-03T21:03:18.109330] [DEBUG] [REMOTE    ] LINK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:18.110296] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 2 features, N/A% accuracy
[2025-12-03T21:03:18.110348] [INFO ] [LOCAL     ] LINK: Loaded 2 optimal features with 53.64% confidence from JSON config
[2025-12-03T21:03:18.110379] [DEBUG] [MAG       ] Building data for symbol: LINK with lookback: 0
[2025-12-03T21:03:18.111235] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:18.111296] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:18.112248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:03:18.115223] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:18.195969] [DEBUG] [MAG       ] RCUS: Last date is validated at 2025-12-03
[2025-12-03T21:03:18.213017] [DEBUG] [MAG       ] TMDX: Last date is validated at 2025-12-03
[2025-12-03T21:03:18.236139] [DEBUG] [MAG       ] CRBG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:18.322991] [INFO ] [LOCAL     ] CRBG: Saved forecast.
[2025-12-03T21:03:18.323057] [INFO ] [main      ] CRBG: Signal=1 (Conf=80.0%), Magnitude=1.69% (Conf=60.5689%)
[2025-12-03T21:03:18.323213] [INFO ] [main      ] Fetching symbol history for MSD...
[2025-12-03T21:03:18.323254] [DEBUG] [REMOTE    ] MSD: Fetching historical data.
[2025-12-03T21:03:18.324659] [INFO ] [main      ] Progress: 886/965 forecasts completed (91.8%). CRBG finished in 0.6s. ETA: 13.3s. Rate: 357.30 forecasts/min
[2025-12-03T21:03:18.337309] [DEBUG] [REMOTE    ] MSD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:18.338250] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 6 features, N/A% accuracy
[2025-12-03T21:03:18.338308] [INFO ] [LOCAL     ] MSD: Loaded 6 optimal features with 46.31% confidence from JSON config
[2025-12-03T21:03:18.338341] [DEBUG] [MAG       ] Building data for symbol: MSD with lookback: 0
[2025-12-03T21:03:18.339147] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:18.339207] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:18.340354] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:03:18.345965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:18.347729] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:18.348266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:18.349350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:18.351416] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:18.370810] [DEBUG] [MAG       ] RCUS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:18.386144] [DEBUG] [MAG       ] TMDX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:18.463599] [INFO ] [LOCAL     ] RCUS: Saved forecast.
[2025-12-03T21:03:18.463664] [INFO ] [main      ] RCUS: Signal=1 (Conf=80.0%), Magnitude=-6.37% (Conf=50.2936%)
[2025-12-03T21:03:18.464000] [INFO ] [main      ] Fetching symbol history for TSLL...
[2025-12-03T21:03:18.464048] [DEBUG] [REMOTE    ] TSLL: Fetching historical data.
[2025-12-03T21:03:18.464032] [INFO ] [main      ] Progress: 887/965 forecasts completed (91.9%). RCUS finished in 0.6s. ETA: 13.1s. Rate: 357.37 forecasts/min
[2025-12-03T21:03:18.474070] [DEBUG] [MAG       ] LINK: Last date is validated at 2025-12-03
[2025-12-03T21:03:18.475285] [DEBUG] [REMOTE    ] TSLL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:18.476221] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 3 features, N/A% accuracy
[2025-12-03T21:03:18.476278] [INFO ] [LOCAL     ] TSLL: Loaded 3 optimal features with 55.15% confidence from JSON config
[2025-12-03T21:03:18.476309] [DEBUG] [MAG       ] Building data for symbol: TSLL with lookback: 0
[2025-12-03T21:03:18.477084] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:18.477141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:18.478763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:03:18.479460] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:18.480563] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:18.521002] [INFO ] [LOCAL     ] TMDX: Saved forecast.
[2025-12-03T21:03:18.521077] [INFO ] [main      ] TMDX: Signal=1 (Conf=80.0%), Magnitude=-5.69% (Conf=40.7391%)
[2025-12-03T21:03:18.521435] [INFO ] [main      ] Progress: 888/965 forecasts completed (92.0%). TMDX finished in 0.7s. ETA: 12.9s. Rate: 357.64 forecasts/min
[2025-12-03T21:03:18.521556] [INFO ] [main      ] Fetching symbol history for LOVE...
[2025-12-03T21:03:18.521616] [DEBUG] [REMOTE    ] LOVE: Fetching historical data.
[2025-12-03T21:03:18.533099] [DEBUG] [REMOTE    ] LOVE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:18.534206] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 6 features, N/A% accuracy
[2025-12-03T21:03:18.534259] [INFO ] [LOCAL     ] LOVE: Loaded 6 optimal features with 60.85% confidence from JSON config
[2025-12-03T21:03:18.534290] [DEBUG] [MAG       ] Building data for symbol: LOVE with lookback: 0
[2025-12-03T21:03:18.535095] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:18.535165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:18.536833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:18.537338] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:18.537795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:18.538204] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:03:18.541955] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:03:18.545789] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:18.665415] [DEBUG] [MAG       ] LINK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:18.703202] [DEBUG] [MAG       ] MSD: Last date is validated at 2025-12-03
[2025-12-03T21:03:18.733160] [INFO ] [LOCAL     ] LINK: Saved forecast.
[2025-12-03T21:03:18.733233] [INFO ] [main      ] LINK: Signal=1 (Conf=80.0%), Magnitude=8.95% (Conf=53.6387%)
[2025-12-03T21:03:18.733602] [INFO ] [main      ] Fetching symbol history for OCUL...
[2025-12-03T21:03:18.733652] [DEBUG] [REMOTE    ] OCUL: Fetching historical data.
[2025-12-03T21:03:18.734647] [INFO ] [main      ] Progress: 889/965 forecasts completed (92.1%). LINK finished in 0.6s. ETA: 12.8s. Rate: 357.53 forecasts/min
[2025-12-03T21:03:18.746227] [DEBUG] [REMOTE    ] OCUL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:18.747188] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 6 features, N/A% accuracy
[2025-12-03T21:03:18.747238] [INFO ] [LOCAL     ] OCUL: Loaded 6 optimal features with 54.93% confidence from JSON config
[2025-12-03T21:03:18.747269] [DEBUG] [MAG       ] Building data for symbol: OCUL with lookback: 0
[2025-12-03T21:03:18.748083] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:18.748143] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:18.752898] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:18.754650] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:18.755114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:18.755500] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:18.757795] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:18.825864] [DEBUG] [MAG       ] TSLL: Last date is validated at 2025-12-03
[2025-12-03T21:03:18.863619] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:18.887174] [DEBUG] [MAG       ] LOVE: Last date is validated at 2025-12-03
[2025-12-03T21:03:18.901121] [DEBUG] [MAG       ] MSD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:18.969294] [INFO ] [LOCAL     ] MSD: Saved forecast.
[2025-12-03T21:03:18.969360] [INFO ] [main      ] MSD: Signal=1 (Conf=80.0%), Magnitude=0.25% (Conf=46.3095%)
[2025-12-03T21:03:18.969511] [INFO ] [main      ] Fetching symbol history for TYL...
[2025-12-03T21:03:18.969552] [DEBUG] [REMOTE    ] TYL: Fetching historical data.
[2025-12-03T21:03:18.970652] [INFO ] [main      ] Progress: 890/965 forecasts completed (92.2%). MSD finished in 0.6s. ETA: 12.6s. Rate: 357.37 forecasts/min
[2025-12-03T21:03:18.981239] [DEBUG] [REMOTE    ] TYL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:18.982223] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 2 features, N/A% accuracy
[2025-12-03T21:03:18.982273] [INFO ] [LOCAL     ] TYL: Loaded 2 optimal features with 49.76% confidence from JSON config
[2025-12-03T21:03:18.982303] [DEBUG] [MAG       ] Building data for symbol: TYL with lookback: 0
[2025-12-03T21:03:18.983083] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:18.983139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:18.998797] [DEBUG] [MAG       ] TSLL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:19.020743] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:19.021953] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:19.054129] [DEBUG] [MAG       ] LOVE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:19.091554] [INFO ] [LOCAL     ] TSLL: Saved forecast.
[2025-12-03T21:03:19.091637] [INFO ] [main      ] TSLL: Signal=1 (Conf=80.0%), Magnitude=3.28% (Conf=55.1506%)
[2025-12-03T21:03:19.091963] [INFO ] [main      ] Fetching symbol history for PEY...
[2025-12-03T21:03:19.092011] [DEBUG] [REMOTE    ] PEY: Fetching historical data.
[2025-12-03T21:03:19.091997] [INFO ] [main      ] Progress: 891/965 forecasts completed (92.3%). TSLL finished in 0.6s. ETA: 12.4s. Rate: 357.48 forecasts/min
[2025-12-03T21:03:19.103002] [DEBUG] [REMOTE    ] PEY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:19.103897] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 2 features, N/A% accuracy
[2025-12-03T21:03:19.103948] [INFO ] [LOCAL     ] PEY: Loaded 2 optimal features with 50.34% confidence from JSON config
[2025-12-03T21:03:19.103977] [DEBUG] [MAG       ] Building data for symbol: PEY with lookback: 0
[2025-12-03T21:03:19.104758] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:19.104814] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:19.106447] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:19.106964] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:19.145320] [INFO ] [LOCAL     ] LOVE: Saved forecast.
[2025-12-03T21:03:19.145382] [INFO ] [main      ] LOVE: Signal=1 (Conf=80.0%), Magnitude=13.68% (Conf=60.8504%)
[2025-12-03T21:03:19.145694] [INFO ] [main      ] Fetching symbol history for NSC...
[2025-12-03T21:03:19.145741] [DEBUG] [REMOTE    ] NSC: Fetching historical data.
[2025-12-03T21:03:19.146592] [INFO ] [main      ] Progress: 892/965 forecasts completed (92.4%). LOVE finished in 0.6s. ETA: 12.2s. Rate: 357.75 forecasts/min
[2025-12-03T21:03:19.156936] [DEBUG] [REMOTE    ] NSC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:19.158020] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 9 features, N/A% accuracy
[2025-12-03T21:03:19.158098] [INFO ] [LOCAL     ] NSC: Loaded 9 optimal features with 65.97% confidence from JSON config
[2025-12-03T21:03:19.158131] [DEBUG] [MAG       ] Building data for symbol: NSC with lookback: 0
[2025-12-03T21:03:19.158911] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:19.158972] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:19.163665] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:19.165383] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:19.165868] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:19.166248] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:19.196535] [DEBUG] [MAG       ] OCUL: Last date is validated at 2025-12-03
[2025-12-03T21:03:19.278488] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:19.280671] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:19.281347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:19.283493] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:03:19.287486] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:19.352381] [DEBUG] [MAG       ] TYL: Last date is validated at 2025-12-03
[2025-12-03T21:03:19.360935] [DEBUG] [MAG       ] OCUL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:19.429065] [INFO ] [LOCAL     ] OCUL: Saved forecast.
[2025-12-03T21:03:19.429138] [INFO ] [main      ] OCUL: Signal=1 (Conf=80.0%), Magnitude=2.57% (Conf=54.9336%)
[2025-12-03T21:03:19.429492] [INFO ] [main      ] Progress: 893/965 forecasts completed (92.5%). OCUL finished in 0.7s. ETA: 12.1s. Rate: 357.47 forecasts/min
[2025-12-03T21:03:19.429641] [INFO ] [main      ] Fetching symbol history for USB...
[2025-12-03T21:03:19.429685] [DEBUG] [REMOTE    ] USB: Fetching historical data.
[2025-12-03T21:03:19.440713] [DEBUG] [REMOTE    ] USB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:19.441631] [DEBUG] [LOCAL     ] Loaded configuration for USB: 2 features, N/A% accuracy
[2025-12-03T21:03:19.441682] [INFO ] [LOCAL     ] USB: Loaded 2 optimal features with 52.17% confidence from JSON config
[2025-12-03T21:03:19.441713] [DEBUG] [MAG       ] Building data for symbol: USB with lookback: 0
[2025-12-03T21:03:19.442473] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:19.442530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:19.443243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency_refinements
[2025-12-03T21:03:19.443711] [DEBUG] [MAG       ] PEY: Last date is validated at 2025-12-03
[2025-12-03T21:03:19.447047] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:19.526937] [DEBUG] [MAG       ] TYL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:19.613614] [DEBUG] [MAG       ] PEY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:19.628006] [DEBUG] [MAG       ] NSC: Last date is validated at 2025-12-03
[2025-12-03T21:03:19.661234] [INFO ] [LOCAL     ] TYL: Saved forecast.
[2025-12-03T21:03:19.661310] [INFO ] [main      ] TYL: Signal=1 (Conf=80.0%), Magnitude=-0.66% (Conf=49.7618%)
[2025-12-03T21:03:19.661477] [INFO ] [main      ] Fetching symbol history for MNMD...
[2025-12-03T21:03:19.661520] [DEBUG] [REMOTE    ] MNMD: Fetching historical data.
[2025-12-03T21:03:19.661855] [INFO ] [main      ] Progress: 894/965 forecasts completed (92.6%). TYL finished in 0.7s. ETA: 11.9s. Rate: 357.32 forecasts/min
[2025-12-03T21:03:19.673263] [INFO ] [LOCAL     ] PEY: Saved forecast.
[2025-12-03T21:03:19.673330] [INFO ] [main      ] PEY: Signal=1 (Conf=80.0%), Magnitude=0.54% (Conf=50.3444%)
[2025-12-03T21:03:19.673700] [INFO ] [main      ] Fetching symbol history for GIII...
[2025-12-03T21:03:19.673750] [DEBUG] [REMOTE    ] GIII: Fetching historical data.
[2025-12-03T21:03:19.673841] [DEBUG] [REMOTE    ] MNMD: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:19.674616] [INFO ] [main      ] Progress: 895/965 forecasts completed (92.7%). PEY finished in 0.6s. ETA: 11.7s. Rate: 357.69 forecasts/min
[2025-12-03T21:03:19.674942] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 10 features, N/A% accuracy
[2025-12-03T21:03:19.675006] [INFO ] [LOCAL     ] MNMD: Loaded 10 optimal features with 57.13% confidence from JSON config
[2025-12-03T21:03:19.675041] [DEBUG] [MAG       ] Building data for symbol: MNMD with lookback: 0
[2025-12-03T21:03:19.675918] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:03:19.675984] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:19.680940] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:19.682748] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:19.683249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:19.684165] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:19.685139] [DEBUG] [REMOTE    ] GIII: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:19.686083] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 6 features, N/A% accuracy
[2025-12-03T21:03:19.686136] [INFO ] [LOCAL     ] GIII: Loaded 6 optimal features with 49.91% confidence from JSON config
[2025-12-03T21:03:19.686167] [DEBUG] [MAG       ] Building data for symbol: GIII with lookback: 0
[2025-12-03T21:03:19.686919] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:19.686954] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:19.687339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:19.688788] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:19.692717] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:19.693727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:19.696319] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:19.697459] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:19.699434] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:03:19.700844] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:19.727612] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:19.728605] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:19.730510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:19.731161] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:19.781475] [DEBUG] [MAG       ] USB: Last date is validated at 2025-12-03
[2025-12-03T21:03:19.802776] [DEBUG] [MAG       ] NSC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:19.930916] [INFO ] [LOCAL     ] NSC: Saved forecast.
[2025-12-03T21:03:19.930980] [INFO ] [main      ] NSC: Signal=1 (Conf=80.0%), Magnitude=-0.08% (Conf=65.9702%)
[2025-12-03T21:03:19.931325] [INFO ] [main      ] Fetching symbol history for GNLN...
[2025-12-03T21:03:19.931372] [DEBUG] [REMOTE    ] GNLN: Fetching historical data.
[2025-12-03T21:03:19.932653] [INFO ] [main      ] Progress: 896/965 forecasts completed (92.8%). NSC finished in 0.8s. ETA: 11.6s. Rate: 357.47 forecasts/min
[2025-12-03T21:03:19.941955] [DEBUG] [REMOTE    ] GNLN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:19.942880] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 6 features, N/A% accuracy
[2025-12-03T21:03:19.942932] [INFO ] [LOCAL     ] GNLN: Loaded 6 optimal features with 19.12% confidence from JSON config
[2025-12-03T21:03:19.942963] [DEBUG] [MAG       ] Building data for symbol: GNLN with lookback: 0
[2025-12-03T21:03:19.943732] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:19.943791] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:19.948469] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:19.949420] [DEBUG] [MAG       ] USB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:19.950200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:19.950696] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:19.952990] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:20.000813] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:20.002639] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:20.026977] [INFO ] [LOCAL     ] USB: Saved forecast.
[2025-12-03T21:03:20.027053] [INFO ] [main      ] USB: Signal=1 (Conf=80.0%), Magnitude=0.35% (Conf=52.1738%)
[2025-12-03T21:03:20.027211] [INFO ] [main      ] Fetching symbol history for WF...
[2025-12-03T21:03:20.027253] [DEBUG] [REMOTE    ] WF: Fetching historical data.
[2025-12-03T21:03:20.027843] [INFO ] [main      ] Progress: 897/965 forecasts completed (93.0%). USB finished in 0.6s. ETA: 11.4s. Rate: 357.65 forecasts/min
[2025-12-03T21:03:20.039185] [DEBUG] [REMOTE    ] WF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:20.040252] [DEBUG] [LOCAL     ] Loaded configuration for WF: 8 features, N/A% accuracy
[2025-12-03T21:03:20.040303] [INFO ] [LOCAL     ] WF: Loaded 8 optimal features with 61.68% confidence from JSON config
[2025-12-03T21:03:20.040345] [DEBUG] [MAG       ] Building data for symbol: WF with lookback: 0
[2025-12-03T21:03:20.041136] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:20.041197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:20.041301] [DEBUG] [MAG       ] GIII: Last date is validated at 2025-12-03
[2025-12-03T21:03:20.042865] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:20.043353] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:20.043803] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:20.046478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:03:20.047179] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:20.048305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:20.048977] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:03:20.049659] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:20.061421] [DEBUG] [MAG       ] MNMD: Last date is validated at 2025-12-03
[2025-12-03T21:03:20.209172] [DEBUG] [MAG       ] GIII: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:20.229715] [DEBUG] [MAG       ] MNMD: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:20.299917] [INFO ] [LOCAL     ] GIII: Saved forecast.
[2025-12-03T21:03:20.299983] [INFO ] [main      ] GIII: Signal=1 (Conf=80.0%), Magnitude=4.20% (Conf=49.9144%)
[2025-12-03T21:03:20.300315] [INFO ] [main      ] Fetching symbol history for MRNA...
[2025-12-03T21:03:20.300364] [DEBUG] [REMOTE    ] MRNA: Fetching historical data.
[2025-12-03T21:03:20.300659] [INFO ] [main      ] Progress: 898/965 forecasts completed (93.1%). GIII finished in 0.6s. ETA: 11.2s. Rate: 357.40 forecasts/min
[2025-12-03T21:03:20.311552] [DEBUG] [REMOTE    ] MRNA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:20.312453] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 8 features, N/A% accuracy
[2025-12-03T21:03:20.312503] [INFO ] [LOCAL     ] MRNA: Loaded 8 optimal features with 54.59% confidence from JSON config
[2025-12-03T21:03:20.312533] [DEBUG] [MAG       ] Building data for symbol: MRNA with lookback: 0
[2025-12-03T21:03:20.313305] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:20.313365] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:20.315045] [INFO ] [LOCAL     ] MNMD: Saved forecast.
[2025-12-03T21:03:20.315109] [INFO ] [main      ] MNMD: Signal=1 (Conf=80.0%), Magnitude=-2.65% (Conf=57.133%)
[2025-12-03T21:03:20.315267] [INFO ] [main      ] Fetching symbol history for CNVS...
[2025-12-03T21:03:20.315308] [DEBUG] [REMOTE    ] CNVS: Fetching historical data.
[2025-12-03T21:03:20.316629] [INFO ] [main      ] Progress: 899/965 forecasts completed (93.2%). MNMD finished in 0.7s. ETA: 11.1s. Rate: 357.76 forecasts/min
[2025-12-03T21:03:20.318377] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:20.320159] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:20.320642] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:20.321475] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:03:20.322104] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:03:20.326160] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:20.328141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:03:20.328771] [DEBUG] [REMOTE    ] CNVS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:20.329461] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 3 features, N/A% accuracy
[2025-12-03T21:03:20.329516] [INFO ] [LOCAL     ] CNVS: Loaded 3 optimal features with 48.39% confidence from JSON config
[2025-12-03T21:03:20.329548] [DEBUG] [MAG       ] Building data for symbol: CNVS with lookback: 0
[2025-12-03T21:03:20.330341] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:20.330398] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:20.333960] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:20.335127] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:20.342333] [DEBUG] [MAG       ] GNLN: Last date is validated at 2025-12-03
[2025-12-03T21:03:20.383751] [DEBUG] [MAG       ] WF: Last date is validated at 2025-12-03
[2025-12-03T21:03:20.443719] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:03:20.444482] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:20.509845] [DEBUG] [MAG       ] GNLN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:20.548865] [DEBUG] [MAG       ] WF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:20.630995] [INFO ] [LOCAL     ] WF: Saved forecast.
[2025-12-03T21:03:20.631069] [INFO ] [main      ] WF: Signal=1 (Conf=80.0%), Magnitude=0.69% (Conf=61.6801%)
[2025-12-03T21:03:20.631407] [INFO ] [main      ] Progress: 900/965 forecasts completed (93.3%). WF finished in 0.6s. ETA: 10.9s. Rate: 357.41 forecasts/min
[2025-12-03T21:03:20.631526] [INFO ] [main      ] Fetching symbol history for UWMC...
[2025-12-03T21:03:20.631582] [DEBUG] [REMOTE    ] UWMC: Fetching historical data.
[2025-12-03T21:03:20.642529] [DEBUG] [REMOTE    ] UWMC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:20.643448] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 2 features, N/A% accuracy
[2025-12-03T21:03:20.643498] [INFO ] [LOCAL     ] UWMC: Loaded 2 optimal features with 50.78% confidence from JSON config
[2025-12-03T21:03:20.643528] [DEBUG] [MAG       ] Building data for symbol: UWMC with lookback: 0
[2025-12-03T21:03:20.644312] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:20.644374] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:20.649144] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:20.669364] [DEBUG] [MAG       ] MRNA: Last date is validated at 2025-12-03
[2025-12-03T21:03:20.745734] [INFO ] [LOCAL     ] GNLN: Saved forecast.
[2025-12-03T21:03:20.745801] [INFO ] [main      ] GNLN: Signal=1 (Conf=80.0%), Magnitude=28.76% (Conf=19.1158%)
[2025-12-03T21:03:20.746146] [INFO ] [main      ] Fetching symbol history for DRTS...
[2025-12-03T21:03:20.746195] [DEBUG] [REMOTE    ] DRTS: Fetching historical data.
[2025-12-03T21:03:20.747652] [INFO ] [main      ] Progress: 901/965 forecasts completed (93.4%). GNLN finished in 0.8s. ETA: 10.7s. Rate: 357.53 forecasts/min
[2025-12-03T21:03:20.758468] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:20.758763] [DEBUG] [REMOTE    ] DRTS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:20.759677] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 7 features, N/A% accuracy
[2025-12-03T21:03:20.759732] [INFO ] [LOCAL     ] DRTS: Loaded 7 optimal features with 58.80% confidence from JSON config
[2025-12-03T21:03:20.759764] [DEBUG] [MAG       ] Building data for symbol: DRTS with lookback: 0
[2025-12-03T21:03:20.760725] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:20.760786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:20.762785] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:20.763266] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:20.764310] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:20.766083] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:20.767093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:20.767768] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:03:20.769357] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:20.778717] [DEBUG] [MAG       ] CNVS: Last date is validated at 2025-12-03
[2025-12-03T21:03:20.835890] [DEBUG] [MAG       ] MRNA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:20.944411] [DEBUG] [MAG       ] CNVS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:20.957094] [INFO ] [LOCAL     ] MRNA: Saved forecast.
[2025-12-03T21:03:20.957175] [INFO ] [main      ] MRNA: Signal=1 (Conf=80.0%), Magnitude=0.09% (Conf=54.5935%)
[2025-12-03T21:03:20.957561] [INFO ] [main      ] Fetching symbol history for SHC...
[2025-12-03T21:03:20.957645] [DEBUG] [REMOTE    ] SHC: Fetching historical data.
[2025-12-03T21:03:20.958649] [INFO ] [main      ] Progress: 902/965 forecasts completed (93.5%). MRNA finished in 0.7s. ETA: 10.6s. Rate: 357.43 forecasts/min
[2025-12-03T21:03:20.970473] [DEBUG] [REMOTE    ] SHC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:20.971745] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 1 features, N/A% accuracy
[2025-12-03T21:03:20.971805] [INFO ] [LOCAL     ] SHC: Loaded 1 optimal features with 53.41% confidence from JSON config
[2025-12-03T21:03:20.971838] [DEBUG] [MAG       ] Building data for symbol: SHC with lookback: 0
[2025-12-03T21:03:20.972725] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:20.972786] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:20.974701] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:21.007774] [INFO ] [LOCAL     ] CNVS: Saved forecast.
[2025-12-03T21:03:21.007838] [INFO ] [main      ] CNVS: Signal=1 (Conf=80.0%), Magnitude=-0.79% (Conf=48.3917%)
[2025-12-03T21:03:21.007993] [INFO ] [main      ] Fetching symbol history for PRA...
[2025-12-03T21:03:21.008034] [DEBUG] [REMOTE    ] PRA: Fetching historical data.
[2025-12-03T21:03:21.009670] [INFO ] [main      ] Progress: 903/965 forecasts completed (93.6%). CNVS finished in 0.7s. ETA: 10.4s. Rate: 357.70 forecasts/min
[2025-12-03T21:03:21.022147] [DEBUG] [REMOTE    ] PRA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:21.023147] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 5 features, N/A% accuracy
[2025-12-03T21:03:21.023197] [INFO ] [LOCAL     ] PRA: Loaded 5 optimal features with 35.58% confidence from JSON config
[2025-12-03T21:03:21.023227] [DEBUG] [MAG       ] Building data for symbol: PRA with lookback: 0
[2025-12-03T21:03:21.024188] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:21.024246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:21.029431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:21.031512] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:21.031993] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:21.032368] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_followthrough_mag_T0
[2025-12-03T21:03:21.033192] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:21.113119] [DEBUG] [MAG       ] UWMC: Last date is validated at 2025-12-03
[2025-12-03T21:03:21.115208] [DEBUG] [MAG       ] DRTS: Last date is validated at 2025-12-03
[2025-12-03T21:03:21.285092] [DEBUG] [MAG       ] DRTS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:21.295348] [DEBUG] [MAG       ] UWMC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:21.346531] [INFO ] [LOCAL     ] DRTS: Saved forecast.
[2025-12-03T21:03:21.346612] [INFO ] [main      ] DRTS: Signal=1 (Conf=80.0%), Magnitude=1.06% (Conf=58.8006%)
[2025-12-03T21:03:21.346950] [INFO ] [main      ] Fetching symbol history for AVBP...
[2025-12-03T21:03:21.346998] [DEBUG] [REMOTE    ] AVBP: Fetching historical data.
[2025-12-03T21:03:21.346988] [INFO ] [main      ] Progress: 904/965 forecasts completed (93.7%). DRTS finished in 0.6s. ETA: 10.2s. Rate: 357.30 forecasts/min
[2025-12-03T21:03:21.347921] [DEBUG] [MAG       ] SHC: Last date is validated at 2025-12-03
[2025-12-03T21:03:21.355268] [INFO ] [LOCAL     ] UWMC: Saved forecast.
[2025-12-03T21:03:21.355332] [INFO ] [main      ] UWMC: Signal=1 (Conf=80.0%), Magnitude=-0.85% (Conf=50.7824%)
[2025-12-03T21:03:21.355693] [INFO ] [main      ] Progress: 905/965 forecasts completed (93.8%). UWMC finished in 0.7s. ETA: 10.1s. Rate: 357.68 forecasts/min
[2025-12-03T21:03:21.355809] [INFO ] [main      ] Fetching symbol history for KEX...
[2025-12-03T21:03:21.355850] [DEBUG] [REMOTE    ] KEX: Fetching historical data.
[2025-12-03T21:03:21.358426] [DEBUG] [REMOTE    ] AVBP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:21.366732] [DEBUG] [MAG       ] PRA: Last date is validated at 2025-12-03
[2025-12-03T21:03:21.366926] [DEBUG] [REMOTE    ] KEX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:21.368183] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 3 features, N/A% accuracy
[2025-12-03T21:03:21.368254] [INFO ] [LOCAL     ] KEX: Loaded 3 optimal features with 46.38% confidence from JSON config
[2025-12-03T21:03:21.368285] [DEBUG] [MAG       ] Building data for symbol: KEX with lookback: 0
[2025-12-03T21:03:21.369112] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:21.369172] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:21.369939] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:21.371082] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vwap_deviations
[2025-12-03T21:03:21.371458] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 6 features, N/A% accuracy
[2025-12-03T21:03:21.371517] [INFO ] [LOCAL     ] AVBP: Loaded 6 optimal features with 56.16% confidence from JSON config
[2025-12-03T21:03:21.371550] [DEBUG] [MAG       ] Building data for symbol: AVBP with lookback: 0
[2025-12-03T21:03:21.372354] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:21.372415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:21.377105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:21.377324] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:21.378875] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:21.379336] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:21.379727] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:21.455181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:21.456401] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:21.513105] [DEBUG] [MAG       ] SHC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:21.535443] [DEBUG] [MAG       ] PRA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:21.575229] [INFO ] [LOCAL     ] SHC: Saved forecast.
[2025-12-03T21:03:21.575294] [INFO ] [main      ] SHC: Signal=1 (Conf=80.0%), Magnitude=0.16% (Conf=53.4103%)
[2025-12-03T21:03:21.575664] [INFO ] [main      ] Fetching symbol history for CGC...
[2025-12-03T21:03:21.575714] [DEBUG] [REMOTE    ] CGC: Fetching historical data.
[2025-12-03T21:03:21.576664] [INFO ] [main      ] Progress: 906/965 forecasts completed (93.9%). SHC finished in 0.6s. ETA: 9.9s. Rate: 357.55 forecasts/min
[2025-12-03T21:03:21.587471] [DEBUG] [REMOTE    ] CGC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:21.588378] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 4 features, N/A% accuracy
[2025-12-03T21:03:21.588432] [INFO ] [LOCAL     ] CGC: Loaded 4 optimal features with 44.27% confidence from JSON config
[2025-12-03T21:03:21.588463] [DEBUG] [MAG       ] Building data for symbol: CGC with lookback: 0
[2025-12-03T21:03:21.589272] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:21.589331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:21.590181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:21.592620] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:21.593241] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:03:21.595291] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:21.608524] [INFO ] [LOCAL     ] PRA: Saved forecast.
[2025-12-03T21:03:21.608608] [INFO ] [main      ] PRA: Signal=1 (Conf=80.0%), Magnitude=0.34% (Conf=35.5821%)
[2025-12-03T21:03:21.608764] [INFO ] [main      ] Fetching symbol history for BKSY...
[2025-12-03T21:03:21.608805] [DEBUG] [REMOTE    ] BKSY: Fetching historical data.
[2025-12-03T21:03:21.609870] [INFO ] [main      ] Progress: 907/965 forecasts completed (94.0%). PRA finished in 0.6s. ETA: 9.7s. Rate: 357.87 forecasts/min
[2025-12-03T21:03:21.620593] [DEBUG] [REMOTE    ] BKSY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:21.621481] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 6 features, N/A% accuracy
[2025-12-03T21:03:21.621531] [INFO ] [LOCAL     ] BKSY: Loaded 6 optimal features with 66.01% confidence from JSON config
[2025-12-03T21:03:21.621561] [DEBUG] [MAG       ] Building data for symbol: BKSY with lookback: 0
[2025-12-03T21:03:21.622342] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:21.622401] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:21.627124] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:21.628986] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:21.629456] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:21.678227] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:03:21.679112] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:03:21.680586] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:21.723613] [DEBUG] [MAG       ] KEX: Last date is validated at 2025-12-03
[2025-12-03T21:03:21.796566] [DEBUG] [MAG       ] AVBP: Last date is validated at 2025-12-03
[2025-12-03T21:03:21.898858] [DEBUG] [MAG       ] KEX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:21.965378] [DEBUG] [MAG       ] AVBP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:21.968929] [DEBUG] [MAG       ] CGC: Last date is validated at 2025-12-03
[2025-12-03T21:03:22.011945] [INFO ] [LOCAL     ] KEX: Saved forecast.
[2025-12-03T21:03:22.012010] [INFO ] [main      ] KEX: Signal=1 (Conf=80.0%), Magnitude=-3.05% (Conf=46.3847%)
[2025-12-03T21:03:22.012353] [INFO ] [main      ] Fetching symbol history for PIE...
[2025-12-03T21:03:22.012403] [DEBUG] [REMOTE    ] PIE: Fetching historical data.
[2025-12-03T21:03:22.012668] [INFO ] [main      ] Progress: 908/965 forecasts completed (94.1%). KEX finished in 0.7s. ETA: 9.6s. Rate: 357.32 forecasts/min
[2025-12-03T21:03:22.024207] [DEBUG] [REMOTE    ] PIE: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:22.025331] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 5 features, N/A% accuracy
[2025-12-03T21:03:22.025384] [INFO ] [LOCAL     ] PIE: Loaded 5 optimal features with 43.89% confidence from JSON config
[2025-12-03T21:03:22.025416] [DEBUG] [MAG       ] Building data for symbol: PIE with lookback: 0
[2025-12-03T21:03:22.026244] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:22.026306] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:22.028000] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:22.028529] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:22.029301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:22.035340] [DEBUG] [MAG       ] BKSY: Last date is validated at 2025-12-03
[2025-12-03T21:03:22.048313] [INFO ] [LOCAL     ] AVBP: Saved forecast.
[2025-12-03T21:03:22.048380] [INFO ] [main      ] AVBP: Signal=1 (Conf=80.0%), Magnitude=8.15% (Conf=56.1613%)
[2025-12-03T21:03:22.048843] [INFO ] [main      ] Fetching symbol history for EXG...
[2025-12-03T21:03:22.048896] [DEBUG] [REMOTE    ] EXG: Fetching historical data.
[2025-12-03T21:03:22.049660] [INFO ] [main      ] Progress: 909/965 forecasts completed (94.2%). AVBP finished in 0.7s. ETA: 9.4s. Rate: 357.63 forecasts/min
[2025-12-03T21:03:22.060178] [DEBUG] [REMOTE    ] EXG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:22.061216] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 7 features, N/A% accuracy
[2025-12-03T21:03:22.061266] [INFO ] [LOCAL     ] EXG: Loaded 7 optimal features with 27.06% confidence from JSON config
[2025-12-03T21:03:22.061297] [DEBUG] [MAG       ] Building data for symbol: EXG with lookback: 0
[2025-12-03T21:03:22.062124] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:22.062189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:22.067157] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:22.067422] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:03:22.069039] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:22.069517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:22.069960] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:22.070440] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:22.070721] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:22.072273] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:22.072918] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:22.135339] [DEBUG] [MAG       ] CGC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:22.194721] [INFO ] [LOCAL     ] CGC: Saved forecast.
[2025-12-03T21:03:22.194787] [INFO ] [main      ] CGC: Signal=1 (Conf=80.0%), Magnitude=4.56% (Conf=44.2741%)
[2025-12-03T21:03:22.195132] [INFO ] [main      ] Fetching symbol history for RA...
[2025-12-03T21:03:22.195181] [DEBUG] [REMOTE    ] RA: Fetching historical data.
[2025-12-03T21:03:22.196651] [INFO ] [main      ] Progress: 910/965 forecasts completed (94.3%). CGC finished in 0.6s. ETA: 9.2s. Rate: 357.67 forecasts/min
[2025-12-03T21:03:22.206508] [DEBUG] [REMOTE    ] RA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:22.207387] [DEBUG] [LOCAL     ] Loaded configuration for RA: 9 features, N/A% accuracy
[2025-12-03T21:03:22.207437] [INFO ] [LOCAL     ] RA: Loaded 9 optimal features with 45.17% confidence from JSON config
[2025-12-03T21:03:22.207467] [DEBUG] [MAG       ] Building data for symbol: RA with lookback: 0
[2025-12-03T21:03:22.208270] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:22.208332] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:22.210081] [DEBUG] [MAG       ] BKSY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:22.212997] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:22.214736] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:22.215205] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:22.215662] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:22.216045] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:22.217218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:22.222506] [DEBUG] [FEATURES  ] DataBuilder: Executing add_signed_carry_history_11
[2025-12-03T21:03:22.223900] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:22.225473] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:22.301201] [INFO ] [LOCAL     ] BKSY: Saved forecast.
[2025-12-03T21:03:22.301267] [INFO ] [main      ] BKSY: Signal=1 (Conf=80.0%), Magnitude=3.35% (Conf=66.0128%)
[2025-12-03T21:03:22.301586] [INFO ] [main      ] Fetching symbol history for RBBN...
[2025-12-03T21:03:22.301635] [DEBUG] [REMOTE    ] RBBN: Fetching historical data.
[2025-12-03T21:03:22.302484] [INFO ] [main      ] Progress: 911/965 forecasts completed (94.4%). BKSY finished in 0.7s. ETA: 9.1s. Rate: 357.82 forecasts/min
[2025-12-03T21:03:22.312790] [DEBUG] [REMOTE    ] RBBN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:22.313836] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 6 features, N/A% accuracy
[2025-12-03T21:03:22.313888] [INFO ] [LOCAL     ] RBBN: Loaded 6 optimal features with 50.69% confidence from JSON config
[2025-12-03T21:03:22.313919] [DEBUG] [MAG       ] Building data for symbol: RBBN with lookback: 0
[2025-12-03T21:03:22.314697] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:22.314755] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:22.319543] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:22.321314] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:22.321806] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:22.322238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:22.323804] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:03:22.326137] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:22.418194] [DEBUG] [MAG       ] EXG: Last date is validated at 2025-12-03
[2025-12-03T21:03:22.461909] [DEBUG] [MAG       ] PIE: Last date is validated at 2025-12-03
[2025-12-03T21:03:22.570317] [DEBUG] [MAG       ] RA: Last date is validated at 2025-12-03
[2025-12-03T21:03:22.590735] [DEBUG] [MAG       ] EXG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:22.640533] [DEBUG] [MAG       ] PIE: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:22.648778] [INFO ] [LOCAL     ] EXG: Saved forecast.
[2025-12-03T21:03:22.648846] [INFO ] [main      ] EXG: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=27.0568%)
[2025-12-03T21:03:22.649184] [INFO ] [main      ] Fetching symbol history for NA...
[2025-12-03T21:03:22.649232] [DEBUG] [REMOTE    ] NA: Fetching historical data.
[2025-12-03T21:03:22.649788] [INFO ] [main      ] Progress: 912/965 forecasts completed (94.5%). EXG finished in 0.6s. ETA: 8.9s. Rate: 357.40 forecasts/min
[2025-12-03T21:03:22.661905] [DEBUG] [REMOTE    ] NA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:22.662961] [DEBUG] [LOCAL     ] Loaded configuration for NA: 8 features, N/A% accuracy
[2025-12-03T21:03:22.663012] [INFO ] [LOCAL     ] NA: Loaded 8 optimal features with 41.80% confidence from JSON config
[2025-12-03T21:03:22.663042] [DEBUG] [MAG       ] Building data for symbol: NA with lookback: 0
[2025-12-03T21:03:22.664002] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:22.664062] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:22.669119] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:22.670870] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:22.671331] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:22.671776] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:22.672152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:22.673321] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:03:22.675794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_volume_efficiency
[2025-12-03T21:03:22.677866] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:22.681443] [DEBUG] [MAG       ] RBBN: Last date is validated at 2025-12-03
[2025-12-03T21:03:22.712305] [INFO ] [LOCAL     ] PIE: Saved forecast.
[2025-12-03T21:03:22.712371] [INFO ] [main      ] PIE: Signal=1 (Conf=80.0%), Magnitude=0.45% (Conf=43.887%)
[2025-12-03T21:03:22.713032] [INFO ] [main      ] Fetching symbol history for MRBK...
[2025-12-03T21:03:22.713086] [DEBUG] [REMOTE    ] MRBK: Fetching historical data.
[2025-12-03T21:03:22.713663] [INFO ] [main      ] Progress: 913/965 forecasts completed (94.6%). PIE finished in 0.7s. ETA: 8.7s. Rate: 357.64 forecasts/min
[2025-12-03T21:03:22.724752] [DEBUG] [REMOTE    ] MRBK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:22.725824] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 4 features, N/A% accuracy
[2025-12-03T21:03:22.725877] [INFO ] [LOCAL     ] MRBK: Loaded 4 optimal features with 56.32% confidence from JSON config
[2025-12-03T21:03:22.725908] [DEBUG] [MAG       ] Building data for symbol: MRBK with lookback: 0
[2025-12-03T21:03:22.726699] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:22.726756] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:22.731683] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:22.733510] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:22.734188] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:22.736166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:22.744778] [DEBUG] [MAG       ] RA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:22.810741] [INFO ] [LOCAL     ] RA: Saved forecast.
[2025-12-03T21:03:22.810810] [INFO ] [main      ] RA: Signal=1 (Conf=80.0%), Magnitude=0.19% (Conf=45.1684%)
[2025-12-03T21:03:22.811160] [INFO ] [main      ] Fetching symbol history for HTBK...
[2025-12-03T21:03:22.811209] [DEBUG] [REMOTE    ] HTBK: Fetching historical data.
[2025-12-03T21:03:22.812638] [INFO ] [main      ] Progress: 914/965 forecasts completed (94.7%). RA finished in 0.6s. ETA: 8.6s. Rate: 357.80 forecasts/min
[2025-12-03T21:03:22.822428] [DEBUG] [REMOTE    ] HTBK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:22.823371] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 2 features, N/A% accuracy
[2025-12-03T21:03:22.823422] [INFO ] [LOCAL     ] HTBK: Loaded 2 optimal features with 45.12% confidence from JSON config
[2025-12-03T21:03:22.823454] [DEBUG] [MAG       ] Building data for symbol: HTBK with lookback: 0
[2025-12-03T21:03:22.824246] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:22.824304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:22.829078] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:03:22.829914] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:22.856536] [DEBUG] [MAG       ] RBBN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:22.919750] [INFO ] [LOCAL     ] RBBN: Saved forecast.
[2025-12-03T21:03:22.920155] [INFO ] [main      ] RBBN: Signal=1 (Conf=80.0%), Magnitude=-0.91% (Conf=50.6863%)
[2025-12-03T21:03:22.920314] [INFO ] [main      ] Fetching symbol history for MGY...
[2025-12-03T21:03:22.920358] [DEBUG] [REMOTE    ] MGY: Fetching historical data.
[2025-12-03T21:03:22.924656] [INFO ] [main      ] Progress: 915/965 forecasts completed (94.8%). RBBN finished in 0.6s. ETA: 8.4s. Rate: 357.93 forecasts/min
[2025-12-03T21:03:22.932918] [DEBUG] [REMOTE    ] MGY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:22.934069] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 5 features, N/A% accuracy
[2025-12-03T21:03:22.934125] [INFO ] [LOCAL     ] MGY: Loaded 5 optimal features with 52.96% confidence from JSON config
[2025-12-03T21:03:22.934168] [DEBUG] [MAG       ] Building data for symbol: MGY with lookback: 0
[2025-12-03T21:03:22.935040] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:22.935103] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:22.939877] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:22.941833] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:22.942326] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:22.942724] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:23.043470] [DEBUG] [MAG       ] NA: Last date is validated at 2025-12-03
[2025-12-03T21:03:23.052725] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:23.071790] [DEBUG] [MAG       ] MRBK: Last date is validated at 2025-12-03
[2025-12-03T21:03:23.171900] [DEBUG] [MAG       ] HTBK: Last date is validated at 2025-12-03
[2025-12-03T21:03:23.226036] [DEBUG] [MAG       ] NA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:23.237923] [DEBUG] [MAG       ] MRBK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:23.308150] [INFO ] [LOCAL     ] MRBK: Saved forecast.
[2025-12-03T21:03:23.308219] [INFO ] [main      ] MRBK: Signal=1 (Conf=80.0%), Magnitude=0.12% (Conf=56.3169%)
[2025-12-03T21:03:23.308609] [INFO ] [main      ] Fetching symbol history for LFUS...
[2025-12-03T21:03:23.308666] [DEBUG] [REMOTE    ] LFUS: Fetching historical data.
[2025-12-03T21:03:23.308658] [INFO ] [main      ] Progress: 916/965 forecasts completed (94.9%). MRBK finished in 0.6s. ETA: 8.2s. Rate: 357.43 forecasts/min
[2025-12-03T21:03:23.319841] [DEBUG] [REMOTE    ] LFUS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:23.320880] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 2 features, N/A% accuracy
[2025-12-03T21:03:23.320932] [INFO ] [LOCAL     ] LFUS: Loaded 2 optimal features with 62.60% confidence from JSON config
[2025-12-03T21:03:23.320966] [DEBUG] [MAG       ] Building data for symbol: LFUS with lookback: 0
[2025-12-03T21:03:23.321770] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:23.322146] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:23.324187] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:23.325354] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:23.328000] [INFO ] [LOCAL     ] NA: Saved forecast.
[2025-12-03T21:03:23.328089] [INFO ] [main      ] NA: Signal=1 (Conf=80.0%), Magnitude=-1.96% (Conf=41.7981%)
[2025-12-03T21:03:23.328256] [INFO ] [main      ] Fetching symbol history for AGNCN...
[2025-12-03T21:03:23.328299] [DEBUG] [REMOTE    ] AGNCN: Fetching historical data.
[2025-12-03T21:03:23.328818] [INFO ] [main      ] Progress: 917/965 forecasts completed (95.0%). NA finished in 0.7s. ETA: 8.0s. Rate: 357.77 forecasts/min
[2025-12-03T21:03:23.339711] [DEBUG] [REMOTE    ] AGNCN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:23.340628] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 1 features, N/A% accuracy
[2025-12-03T21:03:23.340679] [INFO ] [LOCAL     ] AGNCN: Loaded 1 optimal features with 45.82% confidence from JSON config
[2025-12-03T21:03:23.340711] [DEBUG] [MAG       ] Building data for symbol: AGNCN with lookback: 0
[2025-12-03T21:03:23.341493] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-12-03T21:03:23.341550] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:23.342855] [DEBUG] [MAG       ] HTBK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:23.401678] [INFO ] [LOCAL     ] HTBK: Saved forecast.
[2025-12-03T21:03:23.401744] [INFO ] [main      ] HTBK: Signal=1 (Conf=80.0%), Magnitude=-0.58% (Conf=45.1201%)
[2025-12-03T21:03:23.402084] [INFO ] [main      ] Fetching symbol history for DOX...
[2025-12-03T21:03:23.402132] [DEBUG] [REMOTE    ] DOX: Fetching historical data.
[2025-12-03T21:03:23.402667] [INFO ] [main      ] Progress: 918/965 forecasts completed (95.1%). HTBK finished in 0.6s. ETA: 7.9s. Rate: 357.99 forecasts/min
[2025-12-03T21:03:23.414220] [DEBUG] [REMOTE    ] DOX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:23.415255] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 8 features, N/A% accuracy
[2025-12-03T21:03:23.415313] [INFO ] [LOCAL     ] DOX: Loaded 8 optimal features with 46.48% confidence from JSON config
[2025-12-03T21:03:23.415343] [DEBUG] [MAG       ] Building data for symbol: DOX with lookback: 0
[2025-12-03T21:03:23.416128] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:23.416189] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:23.416768] [DEBUG] [MAG       ] MGY: Last date is validated at 2025-12-03
[2025-12-03T21:03:23.421030] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:23.422827] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:23.423297] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:23.423702] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:23.449750] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:23.536051] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:23.538113] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:23.538836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:03:23.539542] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:23.582374] [DEBUG] [MAG       ] MGY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:23.655126] [INFO ] [LOCAL     ] MGY: Saved forecast.
[2025-12-03T21:03:23.655193] [INFO ] [main      ] MGY: Signal=1 (Conf=80.0%), Magnitude=2.88% (Conf=52.9587%)
[2025-12-03T21:03:23.655348] [INFO ] [main      ] Fetching symbol history for FYX...
[2025-12-03T21:03:23.655389] [DEBUG] [REMOTE    ] FYX: Fetching historical data.
[2025-12-03T21:03:23.657655] [INFO ] [main      ] Progress: 919/965 forecasts completed (95.2%). MGY finished in 0.7s. ETA: 7.7s. Rate: 357.79 forecasts/min
[2025-12-03T21:03:23.664221] [DEBUG] [MAG       ] LFUS: Last date is validated at 2025-12-03
[2025-12-03T21:03:23.666607] [DEBUG] [REMOTE    ] FYX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:23.667699] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 4 features, N/A% accuracy
[2025-12-03T21:03:23.667750] [INFO ] [LOCAL     ] FYX: Loaded 4 optimal features with 50.43% confidence from JSON config
[2025-12-03T21:03:23.667780] [DEBUG] [MAG       ] Building data for symbol: FYX with lookback: 0
[2025-12-03T21:03:23.668601] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:23.668659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:23.673362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:23.675177] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:23.675659] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:23.676033] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:23.800360] [DEBUG] [MAG       ] AGNCN: Last date is validated at 2025-12-03
[2025-12-03T21:03:23.833831] [DEBUG] [MAG       ] LFUS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:23.885333] [DEBUG] [MAG       ] DOX: Last date is validated at 2025-12-03
[2025-12-03T21:03:23.972392] [INFO ] [LOCAL     ] LFUS: Saved forecast.
[2025-12-03T21:03:23.972457] [INFO ] [main      ] LFUS: Signal=1 (Conf=80.0%), Magnitude=2.07% (Conf=62.5988%)
[2025-12-03T21:03:23.972793] [INFO ] [main      ] Fetching symbol history for CUZ...
[2025-12-03T21:03:23.972853] [DEBUG] [REMOTE    ] CUZ: Fetching historical data.
[2025-12-03T21:03:23.973672] [INFO ] [main      ] Progress: 920/965 forecasts completed (95.3%). LFUS finished in 0.7s. ETA: 7.6s. Rate: 357.44 forecasts/min
[2025-12-03T21:03:23.983986] [DEBUG] [REMOTE    ] CUZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:23.984745] [DEBUG] [MAG       ] AGNCN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:23.985003] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 6 features, N/A% accuracy
[2025-12-03T21:03:23.985055] [INFO ] [LOCAL     ] CUZ: Loaded 6 optimal features with 54.73% confidence from JSON config
[2025-12-03T21:03:23.985086] [DEBUG] [MAG       ] Building data for symbol: CUZ with lookback: 0
[2025-12-03T21:03:23.985863] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:23.985923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:23.990686] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:23.992438] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:23.992923] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:23.993298] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:23.994364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:03:23.995045] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:24.009251] [DEBUG] [MAG       ] FYX: Last date is validated at 2025-12-03
[2025-12-03T21:03:24.041256] [INFO ] [LOCAL     ] AGNCN: Saved forecast.
[2025-12-03T21:03:24.041323] [INFO ] [main      ] AGNCN: Signal=1 (Conf=80.0%), Magnitude=-0.34% (Conf=45.8207%)
[2025-12-03T21:03:24.041674] [INFO ] [main      ] Fetching symbol history for TEO...
[2025-12-03T21:03:24.041726] [DEBUG] [REMOTE    ] TEO: Fetching historical data.
[2025-12-03T21:03:24.042762] [INFO ] [main      ] Progress: 921/965 forecasts completed (95.4%). AGNCN finished in 0.7s. ETA: 7.4s. Rate: 357.67 forecasts/min
[2025-12-03T21:03:24.057126] [DEBUG] [REMOTE    ] TEO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:24.058429] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 6 features, N/A% accuracy
[2025-12-03T21:03:24.058494] [INFO ] [LOCAL     ] TEO: Loaded 6 optimal features with 48.28% confidence from JSON config
[2025-12-03T21:03:24.058537] [DEBUG] [MAG       ] Building data for symbol: TEO with lookback: 0
[2025-12-03T21:03:24.058510] [DEBUG] [MAG       ] DOX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:24.059649] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:24.059720] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:24.066206] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:24.068307] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:24.068824] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:24.069218] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:24.070151] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:03:24.070899] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:24.154887] [INFO ] [LOCAL     ] DOX: Saved forecast.
[2025-12-03T21:03:24.154955] [INFO ] [main      ] DOX: Signal=1 (Conf=80.0%), Magnitude=0.96% (Conf=46.4751%)
[2025-12-03T21:03:24.155290] [INFO ] [main      ] Fetching symbol history for ACI...
[2025-12-03T21:03:24.155342] [DEBUG] [REMOTE    ] ACI: Fetching historical data.
[2025-12-03T21:03:24.155671] [INFO ] [main      ] Progress: 922/965 forecasts completed (95.5%). DOX finished in 0.8s. ETA: 7.2s. Rate: 357.80 forecasts/min
[2025-12-03T21:03:24.168195] [DEBUG] [REMOTE    ] ACI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:24.169296] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 10 features, N/A% accuracy
[2025-12-03T21:03:24.169368] [INFO ] [LOCAL     ] ACI: Loaded 10 optimal features with 61.77% confidence from JSON config
[2025-12-03T21:03:24.169403] [DEBUG] [MAG       ] Building data for symbol: ACI with lookback: 0
[2025-12-03T21:03:24.170729] [DEBUG] [FEATURES  ] DataBuilder: Executing 10 feature methods.
[2025-12-03T21:03:24.170798] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:24.173939] [DEBUG] [MAG       ] FYX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:24.253714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:24.255147] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:24.257300] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_1100_to_open
[2025-12-03T21:03:24.258110] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:24.260027] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:24.260517] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:24.261565] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:24.263224] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:24.264258] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:24.265003] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:24.267068] [INFO ] [LOCAL     ] FYX: Saved forecast.
[2025-12-03T21:03:24.267134] [INFO ] [main      ] FYX: Signal=1 (Conf=80.0%), Magnitude=1.20% (Conf=50.4309%)
[2025-12-03T21:03:24.267283] [INFO ] [main      ] Fetching symbol history for TLYS...
[2025-12-03T21:03:24.267324] [DEBUG] [REMOTE    ] TLYS: Fetching historical data.
[2025-12-03T21:03:24.269656] [INFO ] [main      ] Progress: 923/965 forecasts completed (95.6%). FYX finished in 0.6s. ETA: 7.0s. Rate: 357.92 forecasts/min
[2025-12-03T21:03:24.278454] [DEBUG] [REMOTE    ] TLYS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:24.279625] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 9 features, N/A% accuracy
[2025-12-03T21:03:24.279678] [INFO ] [LOCAL     ] TLYS: Loaded 9 optimal features with 42.63% confidence from JSON config
[2025-12-03T21:03:24.279710] [DEBUG] [MAG       ] Building data for symbol: TLYS with lookback: 0
[2025-12-03T21:03:24.280486] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:24.280549] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:24.285184] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:24.286933] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:24.287392] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:24.287834] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:24.288243] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:24.288965] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:24.334260] [DEBUG] [MAG       ] CUZ: Last date is validated at 2025-12-03
[2025-12-03T21:03:24.361694] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:24.364234] [DEBUG] [FEATURES  ] DataBuilder: Executing add_micro_gap_fill_velocity
[2025-12-03T21:03:24.366166] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:24.435169] [DEBUG] [MAG       ] TEO: Last date is validated at 2025-12-03
[2025-12-03T21:03:24.500073] [DEBUG] [MAG       ] CUZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:24.572073] [INFO ] [LOCAL     ] CUZ: Saved forecast.
[2025-12-03T21:03:24.572137] [INFO ] [main      ] CUZ: Signal=1 (Conf=80.0%), Magnitude=-1.01% (Conf=54.7276%)
[2025-12-03T21:03:24.572470] [INFO ] [main      ] Fetching symbol history for NKX...
[2025-12-03T21:03:24.572526] [DEBUG] [REMOTE    ] NKX: Fetching historical data.
[2025-12-03T21:03:24.572669] [INFO ] [main      ] Progress: 924/965 forecasts completed (95.8%). CUZ finished in 0.6s. ETA: 6.9s. Rate: 357.61 forecasts/min
[2025-12-03T21:03:24.585029] [DEBUG] [REMOTE    ] NKX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:24.586206] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 6 features, N/A% accuracy
[2025-12-03T21:03:24.586261] [INFO ] [LOCAL     ] NKX: Loaded 6 optimal features with 50.36% confidence from JSON config
[2025-12-03T21:03:24.586293] [DEBUG] [MAG       ] Building data for symbol: NKX with lookback: 0
[2025-12-03T21:03:24.587137] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:24.587200] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:24.588991] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:24.589507] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:24.590658] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:24.592347] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:24.593431] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:24.594146] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:24.607677] [DEBUG] [MAG       ] TEO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:24.626119] [DEBUG] [MAG       ] ACI: Last date is validated at 2025-12-03
[2025-12-03T21:03:24.678963] [INFO ] [LOCAL     ] TEO: Saved forecast.
[2025-12-03T21:03:24.679030] [INFO ] [main      ] TEO: Signal=1 (Conf=80.0%), Magnitude=0.96% (Conf=48.2847%)
[2025-12-03T21:03:24.679421] [INFO ] [main      ] Progress: 925/965 forecasts completed (95.9%). TEO finished in 0.6s. ETA: 6.7s. Rate: 357.75 forecasts/min
[2025-12-03T21:03:24.679554] [INFO ] [main      ] Fetching symbol history for BMI...
[2025-12-03T21:03:24.679616] [DEBUG] [REMOTE    ] BMI: Fetching historical data.
[2025-12-03T21:03:24.691783] [DEBUG] [REMOTE    ] BMI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:24.692725] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 9 features, N/A% accuracy
[2025-12-03T21:03:24.693118] [INFO ] [LOCAL     ] BMI: Loaded 9 optimal features with 52.82% confidence from JSON config
[2025-12-03T21:03:24.693155] [DEBUG] [MAG       ] Building data for symbol: BMI with lookback: 0
[2025-12-03T21:03:24.694214] [DEBUG] [FEATURES  ] DataBuilder: Executing 9 feature methods.
[2025-12-03T21:03:24.694280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:24.696915] [DEBUG] [MAG       ] TLYS: Last date is validated at 2025-12-03
[2025-12-03T21:03:24.699404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_day_volatility
[2025-12-03T21:03:24.701262] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:24.701979] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:24.703810] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:24.704280] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:24.705404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_pressure_into_close
[2025-12-03T21:03:24.707114] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:24.708173] [DEBUG] [FEATURES  ] DataBuilder: Executing add_return_volume_nonlinearity_proxies
[2025-12-03T21:03:24.708863] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:24.804777] [DEBUG] [MAG       ] ACI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:24.862237] [DEBUG] [MAG       ] TLYS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:24.883290] [INFO ] [LOCAL     ] ACI: Saved forecast.
[2025-12-03T21:03:24.883358] [INFO ] [main      ] ACI: Signal=1 (Conf=80.0%), Magnitude=0.23% (Conf=61.7741%)
[2025-12-03T21:03:24.883730] [INFO ] [main      ] Fetching symbol history for BPYPP...
[2025-12-03T21:03:24.883781] [DEBUG] [REMOTE    ] BPYPP: Fetching historical data.
[2025-12-03T21:03:24.885675] [INFO ] [main      ] Progress: 926/965 forecasts completed (96.0%). ACI finished in 0.7s. ETA: 6.5s. Rate: 357.66 forecasts/min
[2025-12-03T21:03:24.895541] [DEBUG] [REMOTE    ] BPYPP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:24.896678] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 7 features, N/A% accuracy
[2025-12-03T21:03:24.896734] [INFO ] [LOCAL     ] BPYPP: Loaded 7 optimal features with 56.18% confidence from JSON config
[2025-12-03T21:03:24.896764] [DEBUG] [MAG       ] Building data for symbol: BPYPP with lookback: 0
[2025-12-03T21:03:24.897601] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:24.897664] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:24.902527] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:24.904426] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:24.929295] [INFO ] [LOCAL     ] TLYS: Saved forecast.
[2025-12-03T21:03:24.929364] [INFO ] [main      ] TLYS: Signal=1 (Conf=80.0%), Magnitude=18.44% (Conf=42.6281%)
[2025-12-03T21:03:24.929532] [INFO ] [main      ] Fetching symbol history for LANDO...
[2025-12-03T21:03:24.929591] [DEBUG] [REMOTE    ] LANDO: Fetching historical data.
[2025-12-03T21:03:24.931714] [INFO ] [main      ] Progress: 927/965 forecasts completed (96.1%). TLYS finished in 0.7s. ETA: 6.4s. Rate: 357.94 forecasts/min
[2025-12-03T21:03:24.938657] [DEBUG] [MAG       ] NKX: Last date is validated at 2025-12-03
[2025-12-03T21:03:24.943441] [DEBUG] [REMOTE    ] LANDO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:24.944412] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 8 features, N/A% accuracy
[2025-12-03T21:03:24.944467] [INFO ] [LOCAL     ] LANDO: Loaded 8 optimal features with 55.49% confidence from JSON config
[2025-12-03T21:03:24.944498] [DEBUG] [MAG       ] Building data for symbol: LANDO with lookback: 0
[2025-12-03T21:03:24.945342] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:24.945404] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:24.947091] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:24.947256] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:24.947614] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:24.947995] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:24.948334] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:24.948883] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:24.951154] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_reversal_intensity
[2025-12-03T21:03:24.951264] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:24.952542] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prev_close_to_1100
[2025-12-03T21:03:24.953310] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:25.058921] [DEBUG] [MAG       ] BMI: Last date is validated at 2025-12-03
[2025-12-03T21:03:25.059130] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:25.061102] [DEBUG] [FEATURES  ] DataBuilder: Executing add_shelf_lag
[2025-12-03T21:03:25.062246] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:25.121123] [DEBUG] [MAG       ] NKX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:25.181492] [INFO ] [LOCAL     ] NKX: Saved forecast.
[2025-12-03T21:03:25.181564] [INFO ] [main      ] NKX: Signal=1 (Conf=80.0%), Magnitude=0.20% (Conf=50.3635%)
[2025-12-03T21:03:25.181756] [INFO ] [main      ] Fetching symbol history for MBCN...
[2025-12-03T21:03:25.181821] [DEBUG] [REMOTE    ] MBCN: Fetching historical data.
[2025-12-03T21:03:25.183670] [INFO ] [main      ] Progress: 928/965 forecasts completed (96.2%). NKX finished in 0.6s. ETA: 6.2s. Rate: 357.75 forecasts/min
[2025-12-03T21:03:25.192792] [DEBUG] [REMOTE    ] MBCN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:25.193942] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 5 features, N/A% accuracy
[2025-12-03T21:03:25.193996] [INFO ] [LOCAL     ] MBCN: Loaded 5 optimal features with 53.80% confidence from JSON config
[2025-12-03T21:03:25.194027] [DEBUG] [MAG       ] Building data for symbol: MBCN with lookback: 0
[2025-12-03T21:03:25.194848] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:25.194908] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:25.200090] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:25.202118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:25.202655] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:25.203052] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:25.204015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:25.222814] [DEBUG] [MAG       ] BMI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:25.340094] [DEBUG] [MAG       ] BPYPP: Last date is validated at 2025-12-03
[2025-12-03T21:03:25.380042] [INFO ] [LOCAL     ] BMI: Saved forecast.
[2025-12-03T21:03:25.380107] [INFO ] [main      ] BMI: Signal=1 (Conf=80.0%), Magnitude=2.33% (Conf=52.8178%)
[2025-12-03T21:03:25.380436] [INFO ] [main      ] Fetching symbol history for ACXP...
[2025-12-03T21:03:25.380483] [DEBUG] [REMOTE    ] ACXP: Fetching historical data.
[2025-12-03T21:03:25.380666] [INFO ] [main      ] Progress: 929/965 forecasts completed (96.3%). BMI finished in 0.7s. ETA: 6.0s. Rate: 357.68 forecasts/min
[2025-12-03T21:03:25.391469] [DEBUG] [REMOTE    ] ACXP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:25.392450] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, N/A% accuracy
[2025-12-03T21:03:25.392507] [INFO ] [LOCAL     ] ACXP: Loaded 3 optimal features with 57.50% confidence from JSON config
[2025-12-03T21:03:25.392537] [DEBUG] [MAG       ] Building data for symbol: ACXP with lookback: 0
[2025-12-03T21:03:25.393306] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:25.393364] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:25.395042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:25.395530] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:25.395977] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:25.404897] [DEBUG] [MAG       ] LANDO: Last date is validated at 2025-12-03
[2025-12-03T21:03:25.516010] [DEBUG] [MAG       ] BPYPP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:25.546300] [DEBUG] [MAG       ] MBCN: Last date is validated at 2025-12-03
[2025-12-03T21:03:25.577402] [DEBUG] [MAG       ] LANDO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:25.584333] [INFO ] [LOCAL     ] BPYPP: Saved forecast.
[2025-12-03T21:03:25.584442] [INFO ] [main      ] BPYPP: Signal=1 (Conf=80.0%), Magnitude=0.39% (Conf=56.1801%)
[2025-12-03T21:03:25.585674] [INFO ] [main      ] Fetching symbol history for GEHC...
[2025-12-03T21:03:25.585653] [INFO ] [main      ] Progress: 930/965 forecasts completed (96.4%). BPYPP finished in 0.7s. ETA: 5.9s. Rate: 357.60 forecasts/min
[2025-12-03T21:03:25.585729] [DEBUG] [REMOTE    ] GEHC: Fetching historical data.
[2025-12-03T21:03:25.600618] [DEBUG] [REMOTE    ] GEHC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:25.601526] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 7 features, N/A% accuracy
[2025-12-03T21:03:25.601602] [INFO ] [LOCAL     ] GEHC: Loaded 7 optimal features with 53.06% confidence from JSON config
[2025-12-03T21:03:25.601647] [DEBUG] [MAG       ] Building data for symbol: GEHC with lookback: 0
[2025-12-03T21:03:25.602439] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:25.602503] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:25.607405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:25.609232] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:25.609730] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:25.610855] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:25.612869] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_dispersion
[2025-12-03T21:03:25.614249] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:03:25.617007] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:25.705304] [INFO ] [LOCAL     ] LANDO: Saved forecast.
[2025-12-03T21:03:25.705378] [INFO ] [main      ] LANDO: Signal=1 (Conf=80.0%), Magnitude=-0.74% (Conf=55.4937%)
[2025-12-03T21:03:25.705532] [INFO ] [main      ] Fetching symbol history for ZG...
[2025-12-03T21:03:25.705600] [DEBUG] [REMOTE    ] ZG: Fetching historical data.
[2025-12-03T21:03:25.706241] [INFO ] [main      ] Progress: 931/965 forecasts completed (96.5%). LANDO finished in 0.8s. ETA: 5.7s. Rate: 357.70 forecasts/min
[2025-12-03T21:03:25.718270] [DEBUG] [REMOTE    ] ZG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:25.719987] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 6 features, N/A% accuracy
[2025-12-03T21:03:25.720058] [INFO ] [LOCAL     ] ZG: Loaded 6 optimal features with 55.49% confidence from JSON config
[2025-12-03T21:03:25.720096] [DEBUG] [MAG       ] Building data for symbol: ZG with lookback: 0
[2025-12-03T21:03:25.721170] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:25.721231] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:25.726137] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:25.728211] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:25.728714] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:25.729092] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:25.729980] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:25.738878] [DEBUG] [MAG       ] MBCN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:25.740157] [DEBUG] [MAG       ] ACXP: Last date is validated at 2025-12-03
[2025-12-03T21:03:25.824554] [INFO ] [LOCAL     ] MBCN: Saved forecast.
[2025-12-03T21:03:25.824637] [INFO ] [main      ] MBCN: Signal=1 (Conf=80.0%), Magnitude=2.51% (Conf=53.796%)
[2025-12-03T21:03:25.824978] [INFO ] [main      ] Fetching symbol history for ELAN...
[2025-12-03T21:03:25.825027] [DEBUG] [REMOTE    ] ELAN: Fetching historical data.
[2025-12-03T21:03:25.825661] [INFO ] [main      ] Progress: 932/965 forecasts completed (96.6%). MBCN finished in 0.6s. ETA: 5.5s. Rate: 357.82 forecasts/min
[2025-12-03T21:03:25.838452] [DEBUG] [REMOTE    ] ELAN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:25.839602] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 6 features, N/A% accuracy
[2025-12-03T21:03:25.839672] [INFO ] [LOCAL     ] ELAN: Loaded 6 optimal features with 48.38% confidence from JSON config
[2025-12-03T21:03:25.839705] [DEBUG] [MAG       ] Building data for symbol: ELAN with lookback: 0
[2025-12-03T21:03:25.840480] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:25.840539] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:25.843405] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:25.845246] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:25.847012] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:25.847473] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:25.847872] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:25.848749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_pct_change
[2025-12-03T21:03:25.850693] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:25.921944] [DEBUG] [MAG       ] ACXP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:25.975756] [DEBUG] [MAG       ] GEHC: Last date is validated at 2025-12-03
[2025-12-03T21:03:26.014135] [INFO ] [LOCAL     ] ACXP: Saved forecast.
[2025-12-03T21:03:26.014199] [INFO ] [main      ] ACXP: Signal=1 (Conf=80.0%), Magnitude=26.78% (Conf=57.5012%)
[2025-12-03T21:03:26.014358] [INFO ] [main      ] Fetching symbol history for OSPN...
[2025-12-03T21:03:26.014399] [DEBUG] [REMOTE    ] OSPN: Fetching historical data.
[2025-12-03T21:03:26.016676] [INFO ] [main      ] Progress: 933/965 forecasts completed (96.7%). ACXP finished in 0.6s. ETA: 5.4s. Rate: 357.76 forecasts/min
[2025-12-03T21:03:26.026124] [DEBUG] [REMOTE    ] OSPN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:26.027253] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 7 features, N/A% accuracy
[2025-12-03T21:03:26.027304] [INFO ] [LOCAL     ] OSPN: Loaded 7 optimal features with 64.50% confidence from JSON config
[2025-12-03T21:03:26.027334] [DEBUG] [MAG       ] Building data for symbol: OSPN with lookback: 0
[2025-12-03T21:03:26.028148] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:26.028209] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:26.032946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:26.034749] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:26.035215] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:26.035663] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:26.144197] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:26.145567] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:26.147598] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:26.151691] [DEBUG] [MAG       ] GEHC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:26.187560] [DEBUG] [MAG       ] ELAN: Last date is validated at 2025-12-03
[2025-12-03T21:03:26.208009] [DEBUG] [MAG       ] ZG: Last date is validated at 2025-12-03
[2025-12-03T21:03:26.269415] [INFO ] [LOCAL     ] GEHC: Saved forecast.
[2025-12-03T21:03:26.269483] [INFO ] [main      ] GEHC: Signal=1 (Conf=80.0%), Magnitude=4.20% (Conf=53.0551%)
[2025-12-03T21:03:26.269842] [INFO ] [main      ] Fetching symbol history for CMSC...
[2025-12-03T21:03:26.269893] [DEBUG] [REMOTE    ] CMSC: Fetching historical data.
[2025-12-03T21:03:26.270653] [INFO ] [main      ] Progress: 934/965 forecasts completed (96.8%). GEHC finished in 0.7s. ETA: 5.2s. Rate: 357.56 forecasts/min
[2025-12-03T21:03:26.283016] [DEBUG] [REMOTE    ] CMSC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:26.283918] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, N/A% accuracy
[2025-12-03T21:03:26.283974] [INFO ] [LOCAL     ] CMSC: Loaded 3 optimal features with 53.29% confidence from JSON config
[2025-12-03T21:03:26.284007] [DEBUG] [MAG       ] Building data for symbol: CMSC with lookback: 0
[2025-12-03T21:03:26.284903] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:26.284971] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:26.290073] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:26.291131] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:26.292087] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:26.355628] [DEBUG] [MAG       ] ELAN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:26.383893] [DEBUG] [MAG       ] ZG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:26.432851] [INFO ] [LOCAL     ] ELAN: Saved forecast.
[2025-12-03T21:03:26.432916] [INFO ] [main      ] ELAN: Signal=1 (Conf=80.0%), Magnitude=-0.66% (Conf=48.3815%)
[2025-12-03T21:03:26.433413] [INFO ] [main      ] Fetching symbol history for ITUB...
[2025-12-03T21:03:26.433457] [DEBUG] [REMOTE    ] ITUB: Fetching historical data.
[2025-12-03T21:03:26.434659] [INFO ] [main      ] Progress: 935/965 forecasts completed (96.9%). ELAN finished in 0.6s. ETA: 5.0s. Rate: 357.57 forecasts/min
[2025-12-03T21:03:26.444838] [DEBUG] [REMOTE    ] ITUB: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:26.445856] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 0 features, N/A% accuracy
[2025-12-03T21:03:26.445909] [INFO ] [LOCAL     ] ITUB: Loaded 0 optimal features with 40.41% confidence from JSON config
[2025-12-03T21:03:26.445939] [DEBUG] [MAG       ] Building data for symbol: ITUB with lookback: 0
[2025-12-03T21:03:26.446717] [DEBUG] [FEATURES  ] DataBuilder: Empty feature list provided, returning after step 3 (no features).
[2025-12-03T21:03:26.492672] [INFO ] [LOCAL     ] ZG: Saved forecast.
[2025-12-03T21:03:26.492746] [INFO ] [main      ] ZG: Signal=1 (Conf=80.0%), Magnitude=6.93% (Conf=55.4937%)
[2025-12-03T21:03:26.492909] [INFO ] [main      ] Fetching symbol history for HPS...
[2025-12-03T21:03:26.492953] [DEBUG] [REMOTE    ] HPS: Fetching historical data.
[2025-12-03T21:03:26.494156] [INFO ] [main      ] Progress: 936/965 forecasts completed (97.0%). ZG finished in 0.8s. ETA: 4.9s. Rate: 357.82 forecasts/min
[2025-12-03T21:03:26.501175] [DEBUG] [MAG       ] OSPN: Last date is validated at 2025-12-03
[2025-12-03T21:03:26.507164] [DEBUG] [REMOTE    ] HPS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:26.508216] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, N/A% accuracy
[2025-12-03T21:03:26.508285] [INFO ] [LOCAL     ] HPS: Loaded 2 optimal features with 52.40% confidence from JSON config
[2025-12-03T21:03:26.508330] [DEBUG] [MAG       ] Building data for symbol: HPS with lookback: 0
[2025-12-03T21:03:26.509241] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:26.509305] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:26.514129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:26.515862] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:26.672473] [DEBUG] [MAG       ] CMSC: Last date is validated at 2025-12-03
[2025-12-03T21:03:26.673065] [DEBUG] [MAG       ] OSPN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:26.754417] [INFO ] [LOCAL     ] OSPN: Saved forecast.
[2025-12-03T21:03:26.754489] [INFO ] [main      ] OSPN: Signal=1 (Conf=80.0%), Magnitude=2.91% (Conf=64.4951%)
[2025-12-03T21:03:26.754867] [INFO ] [main      ] Fetching symbol history for JEF...
[2025-12-03T21:03:26.754917] [DEBUG] [REMOTE    ] JEF: Fetching historical data.
[2025-12-03T21:03:26.755652] [INFO ] [main      ] Progress: 937/965 forecasts completed (97.1%). OSPN finished in 0.7s. ETA: 4.7s. Rate: 357.61 forecasts/min
[2025-12-03T21:03:26.766241] [DEBUG] [REMOTE    ] JEF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:26.767238] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 5 features, N/A% accuracy
[2025-12-03T21:03:26.767289] [INFO ] [LOCAL     ] JEF: Loaded 5 optimal features with 60.74% confidence from JSON config
[2025-12-03T21:03:26.767319] [DEBUG] [MAG       ] Building data for symbol: JEF with lookback: 0
[2025-12-03T21:03:26.768141] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:26.768212] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:26.772920] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:26.774058] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:26.776430] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:26.799459] [DEBUG] [MAG       ] ITUB: Last date is validated at 2025-12-03
[2025-12-03T21:03:26.849686] [DEBUG] [MAG       ] CMSC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:26.851303] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:26.852539] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:26.860084] [DEBUG] [MAG       ] HPS: Last date is validated at 2025-12-03
[2025-12-03T21:03:26.906232] [INFO ] [LOCAL     ] CMSC: Saved forecast.
[2025-12-03T21:03:26.906298] [INFO ] [main      ] CMSC: Signal=1 (Conf=80.0%), Magnitude=-0.04% (Conf=53.2862%)
[2025-12-03T21:03:26.906677] [INFO ] [main      ] Fetching symbol history for RUNN...
[2025-12-03T21:03:26.906726] [DEBUG] [REMOTE    ] RUNN: Fetching historical data.
[2025-12-03T21:03:26.907648] [INFO ] [main      ] Progress: 938/965 forecasts completed (97.2%). CMSC finished in 0.6s. ETA: 4.5s. Rate: 357.64 forecasts/min
[2025-12-03T21:03:26.918191] [DEBUG] [REMOTE    ] RUNN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:26.919127] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 7 features, N/A% accuracy
[2025-12-03T21:03:26.919179] [INFO ] [LOCAL     ] RUNN: Loaded 7 optimal features with 60.91% confidence from JSON config
[2025-12-03T21:03:26.919211] [DEBUG] [MAG       ] Building data for symbol: RUNN with lookback: 0
[2025-12-03T21:03:26.919998] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:26.920059] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:26.924817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:26.926619] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:26.927095] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:26.927523] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:26.928301] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:03:26.929735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_zscore
[2025-12-03T21:03:26.931347] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:26.972821] [DEBUG] [MAG       ] ITUB: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:27.025511] [DEBUG] [MAG       ] HPS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:27.027021] [INFO ] [LOCAL     ] ITUB: Saved forecast.
[2025-12-03T21:03:27.027090] [INFO ] [main      ] ITUB: Signal=1 (Conf=80.0%), Magnitude=0.01% (Conf=40.4128%)
[2025-12-03T21:03:27.027526] [INFO ] [main      ] Fetching symbol history for KNX...
[2025-12-03T21:03:27.027595] [DEBUG] [REMOTE    ] KNX: Fetching historical data.
[2025-12-03T21:03:27.027657] [INFO ] [main      ] Progress: 939/965 forecasts completed (97.3%). ITUB finished in 0.6s. ETA: 4.4s. Rate: 357.75 forecasts/min
[2025-12-03T21:03:27.039095] [DEBUG] [REMOTE    ] KNX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:27.040085] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 11 features, N/A% accuracy
[2025-12-03T21:03:27.040137] [INFO ] [LOCAL     ] KNX: Loaded 11 optimal features with 52.95% confidence from JSON config
[2025-12-03T21:03:27.040170] [DEBUG] [MAG       ] Building data for symbol: KNX with lookback: 0
[2025-12-03T21:03:27.040977] [DEBUG] [FEATURES  ] DataBuilder: Executing 11 feature methods.
[2025-12-03T21:03:27.041042] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:27.046195] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:27.048105] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:27.048601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:27.048992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:27.049866] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:27.052294] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:27.080317] [INFO ] [LOCAL     ] HPS: Saved forecast.
[2025-12-03T21:03:27.080384] [INFO ] [main      ] HPS: Signal=1 (Conf=80.0%), Magnitude=-1.09% (Conf=52.3953%)
[2025-12-03T21:03:27.080539] [INFO ] [main      ] Fetching symbol history for QSI...
[2025-12-03T21:03:27.080597] [DEBUG] [REMOTE    ] QSI: Fetching historical data.
[2025-12-03T21:03:27.081230] [INFO ] [main      ] Progress: 940/965 forecasts completed (97.4%). HPS finished in 0.6s. ETA: 4.2s. Rate: 358.01 forecasts/min
[2025-12-03T21:03:27.092874] [DEBUG] [REMOTE    ] QSI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:27.093886] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 4 features, N/A% accuracy
[2025-12-03T21:03:27.093937] [INFO ] [LOCAL     ] QSI: Loaded 4 optimal features with 62.01% confidence from JSON config
[2025-12-03T21:03:27.093966] [DEBUG] [MAG       ] Building data for symbol: QSI with lookback: 0
[2025-12-03T21:03:27.094738] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:27.094794] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:27.096415] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:27.096931] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:27.098519] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:03:27.100769] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:27.167871] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:03:27.168707] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:27.169763] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:27.170436] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:03:27.171658] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:27.200923] [DEBUG] [MAG       ] JEF: Last date is validated at 2025-12-03
[2025-12-03T21:03:27.271944] [DEBUG] [MAG       ] RUNN: Last date is validated at 2025-12-03
[2025-12-03T21:03:27.372223] [DEBUG] [MAG       ] JEF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:27.442689] [DEBUG] [MAG       ] RUNN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:27.443217] [DEBUG] [MAG       ] QSI: Last date is validated at 2025-12-03
[2025-12-03T21:03:27.477371] [INFO ] [LOCAL     ] JEF: Saved forecast.
[2025-12-03T21:03:27.477437] [INFO ] [main      ] JEF: Signal=1 (Conf=80.0%), Magnitude=3.26% (Conf=60.7413%)
[2025-12-03T21:03:27.477789] [INFO ] [main      ] Fetching symbol history for ESI...
[2025-12-03T21:03:27.477837] [DEBUG] [REMOTE    ] ESI: Fetching historical data.
[2025-12-03T21:03:27.478650] [INFO ] [main      ] Progress: 941/965 forecasts completed (97.5%). JEF finished in 0.7s. ETA: 4.0s. Rate: 357.49 forecasts/min
[2025-12-03T21:03:27.489201] [DEBUG] [REMOTE    ] ESI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:27.490179] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 4 features, N/A% accuracy
[2025-12-03T21:03:27.490231] [INFO ] [LOCAL     ] ESI: Loaded 4 optimal features with 60.85% confidence from JSON config
[2025-12-03T21:03:27.490261] [DEBUG] [MAG       ] Building data for symbol: ESI with lookback: 0
[2025-12-03T21:03:27.491105] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:27.491164] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:27.493538] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:27.495601] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:27.517090] [DEBUG] [MAG       ] KNX: Last date is validated at 2025-12-03
[2025-12-03T21:03:27.517552] [INFO ] [LOCAL     ] RUNN: Saved forecast.
[2025-12-03T21:03:27.517637] [INFO ] [main      ] RUNN: Signal=1 (Conf=80.0%), Magnitude=0.70% (Conf=60.9126%)
[2025-12-03T21:03:27.517996] [INFO ] [main      ] Fetching symbol history for MLI...
[2025-12-03T21:03:27.518068] [DEBUG] [REMOTE    ] MLI: Fetching historical data.
[2025-12-03T21:03:27.518629] [INFO ] [main      ] Progress: 942/965 forecasts completed (97.6%). RUNN finished in 0.6s. ETA: 3.9s. Rate: 357.78 forecasts/min
[2025-12-03T21:03:27.529363] [DEBUG] [REMOTE    ] MLI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:27.530293] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, N/A% accuracy
[2025-12-03T21:03:27.530351] [INFO ] [LOCAL     ] MLI: Loaded 4 optimal features with 56.10% confidence from JSON config
[2025-12-03T21:03:27.530386] [DEBUG] [MAG       ] Building data for symbol: MLI with lookback: 0
[2025-12-03T21:03:27.531214] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:27.531274] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:27.534064] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:27.535809] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:27.536852] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_11_elasticity
[2025-12-03T21:03:27.538080] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:27.546935] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_amplitude
[2025-12-03T21:03:27.548014] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:27.624048] [DEBUG] [MAG       ] QSI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:27.689070] [INFO ] [LOCAL     ] QSI: Saved forecast.
[2025-12-03T21:03:27.689134] [INFO ] [main      ] QSI: Signal=1 (Conf=80.0%), Magnitude=6.71% (Conf=62.0056%)
[2025-12-03T21:03:27.689290] [INFO ] [main      ] Fetching symbol history for UMMA...
[2025-12-03T21:03:27.689331] [DEBUG] [REMOTE    ] UMMA: Fetching historical data.
[2025-12-03T21:03:27.690003] [INFO ] [main      ] Progress: 943/965 forecasts completed (97.7%). QSI finished in 0.6s. ETA: 3.7s. Rate: 357.77 forecasts/min
[2025-12-03T21:03:27.690981] [DEBUG] [MAG       ] KNX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:27.701056] [DEBUG] [REMOTE    ] UMMA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:27.702146] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 8 features, N/A% accuracy
[2025-12-03T21:03:27.702196] [INFO ] [LOCAL     ] UMMA: Loaded 8 optimal features with 55.95% confidence from JSON config
[2025-12-03T21:03:27.702226] [DEBUG] [MAG       ] Building data for symbol: UMMA with lookback: 0
[2025-12-03T21:03:27.703011] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:27.703071] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:27.707752] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:27.709494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:27.709989] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:27.710362] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:27.711395] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:27.712608] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:27.714118] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:03:27.716949] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:27.792770] [INFO ] [LOCAL     ] KNX: Saved forecast.
[2025-12-03T21:03:27.792837] [INFO ] [main      ] KNX: Signal=1 (Conf=80.0%), Magnitude=8.51% (Conf=52.9472%)
[2025-12-03T21:03:27.793173] [INFO ] [main      ] Fetching symbol history for KREF...
[2025-12-03T21:03:27.793224] [DEBUG] [REMOTE    ] KREF: Fetching historical data.
[2025-12-03T21:03:27.793661] [INFO ] [main      ] Progress: 944/965 forecasts completed (97.8%). KNX finished in 0.8s. ETA: 3.5s. Rate: 357.91 forecasts/min
[2025-12-03T21:03:27.805231] [DEBUG] [REMOTE    ] KREF: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:27.806475] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 2 features, N/A% accuracy
[2025-12-03T21:03:27.806532] [INFO ] [LOCAL     ] KREF: Loaded 2 optimal features with 53.35% confidence from JSON config
[2025-12-03T21:03:27.806564] [DEBUG] [MAG       ] Building data for symbol: KREF with lookback: 0
[2025-12-03T21:03:27.807435] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:27.807494] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:27.808631] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:27.810323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:27.891412] [DEBUG] [MAG       ] MLI: Last date is validated at 2025-12-03
[2025-12-03T21:03:27.906518] [DEBUG] [MAG       ] ESI: Last date is validated at 2025-12-03
[2025-12-03T21:03:28.066138] [DEBUG] [MAG       ] MLI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:28.074548] [DEBUG] [MAG       ] UMMA: Last date is validated at 2025-12-03
[2025-12-03T21:03:28.077950] [DEBUG] [MAG       ] ESI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:28.156003] [INFO ] [LOCAL     ] ESI: Saved forecast.
[2025-12-03T21:03:28.156067] [INFO ] [main      ] ESI: Signal=1 (Conf=80.0%), Magnitude=3.15% (Conf=60.8539%)
[2025-12-03T21:03:28.156222] [INFO ] [main      ] Fetching symbol history for WMG...
[2025-12-03T21:03:28.156266] [DEBUG] [REMOTE    ] WMG: Fetching historical data.
[2025-12-03T21:03:28.158674] [INFO ] [main      ] Progress: 945/965 forecasts completed (97.9%). ESI finished in 0.7s. ETA: 3.4s. Rate: 357.47 forecasts/min
[2025-12-03T21:03:28.160373] [INFO ] [LOCAL     ] MLI: Saved forecast.
[2025-12-03T21:03:28.160449] [INFO ] [main      ] MLI: Signal=1 (Conf=80.0%), Magnitude=-0.77% (Conf=56.1028%)
[2025-12-03T21:03:28.160822] [INFO ] [main      ] Fetching symbol history for AOHY...
[2025-12-03T21:03:28.160871] [DEBUG] [REMOTE    ] AOHY: Fetching historical data.
[2025-12-03T21:03:28.161634] [INFO ] [main      ] Progress: 946/965 forecasts completed (98.0%). MLI finished in 0.6s. ETA: 3.2s. Rate: 357.84 forecasts/min
[2025-12-03T21:03:28.163625] [DEBUG] [MAG       ] KREF: Last date is validated at 2025-12-03
[2025-12-03T21:03:28.167792] [DEBUG] [REMOTE    ] WMG: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:28.168797] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 3 features, N/A% accuracy
[2025-12-03T21:03:28.168857] [INFO ] [LOCAL     ] WMG: Loaded 3 optimal features with 63.35% confidence from JSON config
[2025-12-03T21:03:28.168890] [DEBUG] [MAG       ] Building data for symbol: WMG with lookback: 0
[2025-12-03T21:03:28.169712] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:28.169771] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:28.170485] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:28.171318] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:28.172200] [DEBUG] [REMOTE    ] AOHY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:28.172304] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:28.173138] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 7 features, N/A% accuracy
[2025-12-03T21:03:28.173203] [INFO ] [LOCAL     ] AOHY: Loaded 7 optimal features with 24.01% confidence from JSON config
[2025-12-03T21:03:28.173235] [DEBUG] [MAG       ] Building data for symbol: AOHY with lookback: 0
[2025-12-03T21:03:28.174039] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:28.177454] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:28.182656] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:28.184669] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:28.185174] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:28.185654] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:28.186053] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:28.225464] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:28.258722] [DEBUG] [MAG       ] UMMA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:28.271451] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:28.334057] [INFO ] [LOCAL     ] UMMA: Saved forecast.
[2025-12-03T21:03:28.334124] [INFO ] [main      ] UMMA: Signal=1 (Conf=80.0%), Magnitude=-0.05% (Conf=55.9485%)
[2025-12-03T21:03:28.334286] [INFO ] [main      ] Fetching symbol history for ODC...
[2025-12-03T21:03:28.334330] [DEBUG] [REMOTE    ] ODC: Fetching historical data.
[2025-12-03T21:03:28.335196] [INFO ] [main      ] Progress: 947/965 forecasts completed (98.1%). UMMA finished in 0.6s. ETA: 3.0s. Rate: 357.83 forecasts/min
[2025-12-03T21:03:28.346624] [DEBUG] [REMOTE    ] ODC: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:28.347715] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 6 features, N/A% accuracy
[2025-12-03T21:03:28.347962] [INFO ] [LOCAL     ] ODC: Loaded 6 optimal features with 58.95% confidence from JSON config
[2025-12-03T21:03:28.347995] [DEBUG] [MAG       ] Building data for symbol: ODC with lookback: 0
[2025-12-03T21:03:28.348883] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:28.348847] [DEBUG] [MAG       ] KREF: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:28.348946] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:28.354006] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:28.355938] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:28.356417] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:28.356823] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:28.357735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:28.360966] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:28.420041] [INFO ] [LOCAL     ] KREF: Saved forecast.
[2025-12-03T21:03:28.420109] [INFO ] [main      ] KREF: Signal=1 (Conf=80.0%), Magnitude=2.06% (Conf=53.3516%)
[2025-12-03T21:03:28.420451] [INFO ] [main      ] Fetching symbol history for APA...
[2025-12-03T21:03:28.420503] [DEBUG] [REMOTE    ] APA: Fetching historical data.
[2025-12-03T21:03:28.420656] [INFO ] [main      ] Progress: 948/965 forecasts completed (98.2%). KREF finished in 0.6s. ETA: 2.8s. Rate: 358.01 forecasts/min
[2025-12-03T21:03:28.433040] [DEBUG] [REMOTE    ] APA: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:28.434303] [DEBUG] [LOCAL     ] Loaded configuration for APA: 2 features, N/A% accuracy
[2025-12-03T21:03:28.434367] [INFO ] [LOCAL     ] APA: Loaded 2 optimal features with 53.23% confidence from JSON config
[2025-12-03T21:03:28.434403] [DEBUG] [MAG       ] Building data for symbol: APA with lookback: 0
[2025-12-03T21:03:28.435228] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:28.435288] [DEBUG] [FEATURES  ] DataBuilder: Executing add_day_shape_ratios
[2025-12-03T21:03:28.437963] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:03:28.442902] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:28.545295] [DEBUG] [MAG       ] WMG: Last date is validated at 2025-12-03
[2025-12-03T21:03:28.625190] [DEBUG] [MAG       ] AOHY: Last date is validated at 2025-12-03
[2025-12-03T21:03:28.710285] [DEBUG] [MAG       ] ODC: Last date is validated at 2025-12-03
[2025-12-03T21:03:28.731342] [DEBUG] [MAG       ] WMG: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:28.810547] [INFO ] [LOCAL     ] WMG: Saved forecast.
[2025-12-03T21:03:28.810631] [INFO ] [main      ] WMG: Signal=1 (Conf=80.0%), Magnitude=2.02% (Conf=63.3505%)
[2025-12-03T21:03:28.810792] [INFO ] [main      ] Fetching symbol history for BFZ...
[2025-12-03T21:03:28.810834] [DEBUG] [REMOTE    ] BFZ: Fetching historical data.
[2025-12-03T21:03:28.810927] [DEBUG] [MAG       ] AOHY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:28.811555] [DEBUG] [MAG       ] APA: Last date is validated at 2025-12-03
[2025-12-03T21:03:28.812653] [INFO ] [main      ] Progress: 949/965 forecasts completed (98.3%). WMG finished in 0.7s. ETA: 2.7s. Rate: 357.51 forecasts/min
[2025-12-03T21:03:28.823383] [DEBUG] [REMOTE    ] BFZ: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:28.824479] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 2 features, N/A% accuracy
[2025-12-03T21:03:28.824533] [INFO ] [LOCAL     ] BFZ: Loaded 2 optimal features with 47.89% confidence from JSON config
[2025-12-03T21:03:28.824564] [DEBUG] [MAG       ] Building data for symbol: BFZ with lookback: 0
[2025-12-03T21:03:28.825418] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:28.825479] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:28.830418] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_decay_ratio
[2025-12-03T21:03:28.831739] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:28.871765] [INFO ] [LOCAL     ] AOHY: Saved forecast.
[2025-12-03T21:03:28.871843] [INFO ] [main      ] AOHY: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=24.0086%)
[2025-12-03T21:03:28.872009] [INFO ] [main      ] Fetching symbol history for CUK...
[2025-12-03T21:03:28.872052] [DEBUG] [REMOTE    ] CUK: Fetching historical data.
[2025-12-03T21:03:28.874650] [INFO ] [main      ] Progress: 950/965 forecasts completed (98.4%). AOHY finished in 0.7s. ETA: 2.5s. Rate: 357.75 forecasts/min
[2025-12-03T21:03:28.884004] [DEBUG] [REMOTE    ] CUK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:28.885174] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 7 features, N/A% accuracy
[2025-12-03T21:03:28.885240] [INFO ] [LOCAL     ] CUK: Loaded 7 optimal features with 51.33% confidence from JSON config
[2025-12-03T21:03:28.885274] [DEBUG] [MAG       ] Building data for symbol: CUK with lookback: 0
[2025-12-03T21:03:28.886240] [DEBUG] [FEATURES  ] DataBuilder: Executing 7 feature methods.
[2025-12-03T21:03:28.886304] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:28.886410] [DEBUG] [MAG       ] ODC: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:28.888139] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:28.888695] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:28.889100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:28.889897] [DEBUG] [FEATURES  ] DataBuilder: Executing add_directional_consistency
[2025-12-03T21:03:28.987054] [INFO ] [LOCAL     ] ODC: Saved forecast.
[2025-12-03T21:03:28.987121] [INFO ] [main      ] ODC: Signal=1 (Conf=80.0%), Magnitude=-0.74% (Conf=58.9499%)
[2025-12-03T21:03:28.987281] [INFO ] [main      ] Fetching symbol history for MLTX...
[2025-12-03T21:03:28.987326] [DEBUG] [REMOTE    ] MLTX: Fetching historical data.
[2025-12-03T21:03:28.988078] [INFO ] [main      ] Progress: 951/965 forecasts completed (98.5%). ODC finished in 0.7s. ETA: 2.3s. Rate: 357.87 forecasts/min
[2025-12-03T21:03:28.990257] [DEBUG] [MAG       ] APA: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:29.000012] [DEBUG] [REMOTE    ] MLTX: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:29.001045] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 8 features, N/A% accuracy
[2025-12-03T21:03:29.001097] [INFO ] [LOCAL     ] MLTX: Loaded 8 optimal features with 39.65% confidence from JSON config
[2025-12-03T21:03:29.001126] [DEBUG] [MAG       ] Building data for symbol: MLTX with lookback: 0
[2025-12-03T21:03:29.001933] [DEBUG] [FEATURES  ] DataBuilder: Executing 8 feature methods.
[2025-12-03T21:03:29.002007] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:29.007017] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:29.008998] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr
[2025-12-03T21:03:29.009466] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_5
[2025-12-03T21:03:29.010049] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:29.010259] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:29.011558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:29.011880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_overnight_gap_mag
[2025-12-03T21:03:29.012558] [DEBUG] [FEATURES  ] DataBuilder: Executing add_preclose_acceleration_mag
[2025-12-03T21:03:29.012911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:29.013604] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_mag_lag
[2025-12-03T21:03:29.015152] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:29.076981] [INFO ] [LOCAL     ] APA: Saved forecast.
[2025-12-03T21:03:29.077062] [INFO ] [main      ] APA: Signal=1 (Conf=80.0%), Magnitude=-0.39% (Conf=53.2323%)
[2025-12-03T21:03:29.077449] [INFO ] [main      ] Fetching symbol history for ALTY...
[2025-12-03T21:03:29.077503] [DEBUG] [REMOTE    ] ALTY: Fetching historical data.
[2025-12-03T21:03:29.077638] [INFO ] [main      ] Progress: 952/965 forecasts completed (98.7%). APA finished in 0.7s. ETA: 2.2s. Rate: 358.04 forecasts/min
[2025-12-03T21:03:29.089935] [DEBUG] [REMOTE    ] ALTY: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:29.091007] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 5 features, N/A% accuracy
[2025-12-03T21:03:29.091077] [INFO ] [LOCAL     ] ALTY: Loaded 5 optimal features with 34.09% confidence from JSON config
[2025-12-03T21:03:29.091120] [DEBUG] [MAG       ] Building data for symbol: ALTY with lookback: 0
[2025-12-03T21:03:29.092069] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:29.092133] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:29.097901] [DEBUG] [FEATURES  ] DataBuilder: Executing add_composite_volatility_context
[2025-12-03T21:03:29.098942] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:29.099740] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:29.102525] [DEBUG] [FEATURES  ] DataBuilder: Executing add_sma_ratio
[2025-12-03T21:03:29.103321] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:29.188257] [DEBUG] [MAG       ] BFZ: Last date is validated at 2025-12-03
[2025-12-03T21:03:29.363259] [DEBUG] [MAG       ] CUK: Last date is validated at 2025-12-03
[2025-12-03T21:03:29.366769] [DEBUG] [MAG       ] BFZ: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:29.377950] [DEBUG] [MAG       ] MLTX: Last date is validated at 2025-12-03
[2025-12-03T21:03:29.423631] [INFO ] [LOCAL     ] BFZ: Saved forecast.
[2025-12-03T21:03:29.423697] [INFO ] [main      ] BFZ: Signal=1 (Conf=80.0%), Magnitude=0.48% (Conf=47.8916%)
[2025-12-03T21:03:29.424057] [INFO ] [main      ] Fetching symbol history for UFI...
[2025-12-03T21:03:29.424115] [DEBUG] [REMOTE    ] UFI: Fetching historical data.
[2025-12-03T21:03:29.424857] [INFO ] [main      ] Progress: 953/965 forecasts completed (98.8%). BFZ finished in 0.6s. ETA: 2.0s. Rate: 357.64 forecasts/min
[2025-12-03T21:03:29.436510] [DEBUG] [REMOTE    ] UFI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:29.437543] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 3 features, N/A% accuracy
[2025-12-03T21:03:29.437614] [INFO ] [LOCAL     ] UFI: Loaded 3 optimal features with 58.97% confidence from JSON config
[2025-12-03T21:03:29.437646] [DEBUG] [MAG       ] Building data for symbol: UFI with lookback: 0
[2025-12-03T21:03:29.438489] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:29.438553] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:29.473973] [DEBUG] [MAG       ] ALTY: Last date is validated at 2025-12-03
[2025-12-03T21:03:29.518484] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_hour_microstructure
[2025-12-03T21:03:29.521907] [DEBUG] [FEATURES  ] DataBuilder: Executing add_late_session_pressure
[2025-12-03T21:03:29.523125] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:29.538493] [DEBUG] [MAG       ] CUK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:29.561439] [DEBUG] [MAG       ] MLTX: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:29.618150] [INFO ] [LOCAL     ] CUK: Saved forecast.
[2025-12-03T21:03:29.618218] [INFO ] [main      ] CUK: Signal=1 (Conf=80.0%), Magnitude=-0.60% (Conf=51.3313%)
[2025-12-03T21:03:29.618619] [INFO ] [main      ] Fetching symbol history for DFGP...
[2025-12-03T21:03:29.618672] [DEBUG] [REMOTE    ] DFGP: Fetching historical data.
[2025-12-03T21:03:29.618880] [INFO ] [main      ] Progress: 954/965 forecasts completed (98.9%). CUK finished in 0.7s. ETA: 1.8s. Rate: 357.58 forecasts/min
[2025-12-03T21:03:29.631063] [DEBUG] [REMOTE    ] DFGP: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:29.632232] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 5 features, N/A% accuracy
[2025-12-03T21:03:29.632292] [INFO ] [LOCAL     ] DFGP: Loaded 5 optimal features with 53.21% confidence from JSON config
[2025-12-03T21:03:29.632322] [DEBUG] [MAG       ] Building data for symbol: DFGP with lookback: 0
[2025-12-03T21:03:29.633344] [DEBUG] [FEATURES  ] DataBuilder: Executing 5 feature methods.
[2025-12-03T21:03:29.633405] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:29.634134] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:29.664866] [DEBUG] [MAG       ] ALTY: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:29.679024] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_morning_composite
[2025-12-03T21:03:29.680320] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:03:29.683220] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volume_flow_differentials
[2025-12-03T21:03:29.686121] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:29.715940] [INFO ] [LOCAL     ] MLTX: Saved forecast.
[2025-12-03T21:03:29.716025] [INFO ] [main      ] MLTX: Signal=1 (Conf=80.0%), Magnitude=11.21% (Conf=39.6478%)
[2025-12-03T21:03:29.716226] [INFO ] [main      ] Fetching symbol history for QUIK...
[2025-12-03T21:03:29.716278] [DEBUG] [REMOTE    ] QUIK: Fetching historical data.
[2025-12-03T21:03:29.717150] [INFO ] [main      ] Progress: 955/965 forecasts completed (99.0%). MLTX finished in 0.7s. ETA: 1.7s. Rate: 357.74 forecasts/min
[2025-12-03T21:03:29.728320] [INFO ] [LOCAL     ] ALTY: Saved forecast.
[2025-12-03T21:03:29.728388] [INFO ] [main      ] ALTY: Signal=1 (Conf=80.0%), Magnitude=0.00% (Conf=34.0864%)
[2025-12-03T21:03:29.728784] [INFO ] [main      ] Fetching symbol history for TIGO...
[2025-12-03T21:03:29.728849] [DEBUG] [REMOTE    ] TIGO: Fetching historical data.
[2025-12-03T21:03:29.729666] [INFO ] [main      ] Progress: 956/965 forecasts completed (99.1%). ALTY finished in 0.7s. ETA: 1.5s. Rate: 358.08 forecasts/min
[2025-12-03T21:03:29.730043] [DEBUG] [REMOTE    ] QUIK: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:29.731900] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 3 features, N/A% accuracy
[2025-12-03T21:03:29.731954] [INFO ] [LOCAL     ] QUIK: Loaded 3 optimal features with 44.92% confidence from JSON config
[2025-12-03T21:03:29.731985] [DEBUG] [MAG       ] Building data for symbol: QUIK with lookback: 0
[2025-12-03T21:03:29.733117] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:29.733181] [DEBUG] [FEATURES  ] DataBuilder: Executing add_fullday_parkinson_range
[2025-12-03T21:03:29.734853] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_volatility_percentile
[2025-12-03T21:03:29.741828] [DEBUG] [REMOTE    ] TIGO: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:29.742630] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 2 features, N/A% accuracy
[2025-12-03T21:03:29.742682] [INFO ] [LOCAL     ] TIGO: Loaded 2 optimal features with 70.24% confidence from JSON config
[2025-12-03T21:03:29.742713] [DEBUG] [MAG       ] Building data for symbol: TIGO with lookback: 0
[2025-12-03T21:03:29.743545] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-12-03T21:03:29.743622] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:29.749109] [DEBUG] [FEATURES  ] DataBuilder: Executing add_range_overlap_v_prior_day
[2025-12-03T21:03:29.751945] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:29.813992] [DEBUG] [FEATURES  ] DataBuilder: Executing add_open_vs_close_liquidity_ratio
[2025-12-03T21:03:29.815794] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:29.879828] [DEBUG] [MAG       ] UFI: Last date is validated at 2025-12-03
[2025-12-03T21:03:30.036485] [DEBUG] [MAG       ] DFGP: Last date is validated at 2025-12-03
[2025-12-03T21:03:30.046393] [DEBUG] [MAG       ] UFI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:30.095055] [DEBUG] [MAG       ] TIGO: Last date is validated at 2025-12-03
[2025-12-03T21:03:30.105184] [INFO ] [LOCAL     ] UFI: Saved forecast.
[2025-12-03T21:03:30.105250] [INFO ] [main      ] UFI: Signal=1 (Conf=80.0%), Magnitude=0.43% (Conf=58.9698%)
[2025-12-03T21:03:30.105615] [INFO ] [main      ] Fetching symbol history for CSPI...
[2025-12-03T21:03:30.105855] [DEBUG] [REMOTE    ] CSPI: Fetching historical data.
[2025-12-03T21:03:30.106664] [INFO ] [main      ] Progress: 957/965 forecasts completed (99.2%). UFI finished in 0.7s. ETA: 1.3s. Rate: 357.62 forecasts/min
[2025-12-03T21:03:30.118319] [DEBUG] [REMOTE    ] CSPI: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:30.119465] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 3 features, N/A% accuracy
[2025-12-03T21:03:30.119530] [INFO ] [LOCAL     ] CSPI: Loaded 3 optimal features with 55.67% confidence from JSON config
[2025-12-03T21:03:30.119597] [DEBUG] [MAG       ] Building data for symbol: CSPI with lookback: 0
[2025-12-03T21:03:30.120635] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:30.120708] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:30.127077] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:30.128846] [DEBUG] [FEATURES  ] DataBuilder: Executing add_prior_day_tail_pressure
[2025-12-03T21:03:30.131791] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:30.182381] [DEBUG] [MAG       ] QUIK: Last date is validated at 2025-12-03
[2025-12-03T21:03:30.206007] [DEBUG] [MAG       ] DFGP: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:30.269523] [INFO ] [LOCAL     ] DFGP: Saved forecast.
[2025-12-03T21:03:30.269615] [INFO ] [main      ] DFGP: Signal=1 (Conf=80.0%), Magnitude=0.04% (Conf=53.2141%)
[2025-12-03T21:03:30.269971] [INFO ] [main      ] Fetching symbol history for VRDN...
[2025-12-03T21:03:30.270020] [DEBUG] [REMOTE    ] VRDN: Fetching historical data.
[2025-12-03T21:03:30.269966] [DEBUG] [MAG       ] TIGO: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:30.270651] [INFO ] [main      ] Progress: 958/965 forecasts completed (99.3%). DFGP finished in 0.7s. ETA: 1.2s. Rate: 357.63 forecasts/min
[2025-12-03T21:03:30.282298] [DEBUG] [REMOTE    ] VRDN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:30.284646] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 4 features, N/A% accuracy
[2025-12-03T21:03:30.284699] [INFO ] [LOCAL     ] VRDN: Loaded 4 optimal features with 49.53% confidence from JSON config
[2025-12-03T21:03:30.284730] [DEBUG] [MAG       ] Building data for symbol: VRDN with lookback: 0
[2025-12-03T21:03:30.285500] [DEBUG] [FEATURES  ] DataBuilder: Executing 4 feature methods.
[2025-12-03T21:03:30.285559] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:30.290427] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:30.329152] [DEBUG] [FEATURES  ] DataBuilder: Executing add_last_hour_momentum_mag
[2025-12-03T21:03:30.329885] [DEBUG] [FEATURES  ] DataBuilder: Executing add_morning_range_expansion
[2025-12-03T21:03:30.333984] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:30.349479] [INFO ] [LOCAL     ] TIGO: Saved forecast.
[2025-12-03T21:03:30.349554] [INFO ] [main      ] TIGO: Signal=1 (Conf=80.0%), Magnitude=-1.22% (Conf=70.2427%)
[2025-12-03T21:03:30.349924] [INFO ] [main      ] Fetching symbol history for EXEL...
[2025-12-03T21:03:30.349974] [DEBUG] [REMOTE    ] EXEL: Fetching historical data.
[2025-12-03T21:03:30.350655] [INFO ] [main      ] Progress: 959/965 forecasts completed (99.4%). TIGO finished in 0.6s. ETA: 1.0s. Rate: 357.82 forecasts/min
[2025-12-03T21:03:30.352177] [DEBUG] [MAG       ] QUIK: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:30.361275] [DEBUG] [REMOTE    ] EXEL: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:30.362341] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 6 features, N/A% accuracy
[2025-12-03T21:03:30.362391] [INFO ] [LOCAL     ] EXEL: Loaded 6 optimal features with 49.81% confidence from JSON config
[2025-12-03T21:03:30.362422] [DEBUG] [MAG       ] Building data for symbol: EXEL with lookback: 0
[2025-12-03T21:03:30.363207] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:30.363267] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:30.368950] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:30.370880] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:30.371339] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_fill_state
[2025-12-03T21:03:30.413358] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gap_resolution_state
[2025-12-03T21:03:30.421827] [INFO ] [LOCAL     ] QUIK: Saved forecast.
[2025-12-03T21:03:30.421893] [INFO ] [main      ] QUIK: Signal=1 (Conf=80.0%), Magnitude=7.59% (Conf=44.9216%)
[2025-12-03T21:03:30.422045] [INFO ] [main      ] Fetching symbol history for CRS...
[2025-12-03T21:03:30.422086] [DEBUG] [REMOTE    ] CRS: Fetching historical data.
[2025-12-03T21:03:30.422928] [INFO ] [main      ] Progress: 960/965 forecasts completed (99.5%). QUIK finished in 0.7s. ETA: 0.8s. Rate: 358.03 forecasts/min
[2025-12-03T21:03:30.434268] [DEBUG] [REMOTE    ] CRS: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:30.435123] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 3 features, N/A% accuracy
[2025-12-03T21:03:30.435173] [INFO ] [LOCAL     ] CRS: Loaded 3 optimal features with 63.62% confidence from JSON config
[2025-12-03T21:03:30.435203] [DEBUG] [MAG       ] Building data for symbol: CRS with lookback: 0
[2025-12-03T21:03:30.435975] [DEBUG] [FEATURES  ] DataBuilder: Executing 3 feature methods.
[2025-12-03T21:03:30.436033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_close_to_open_alignment
[2025-12-03T21:03:30.436766] [DEBUG] [FEATURES  ] DataBuilder: Executing add_gaps
[2025-12-03T21:03:30.437478] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime_flags
[2025-12-03T21:03:30.438632] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:30.462467] [DEBUG] [FEATURES  ] DataBuilder: Executing add_intraday_skewness_proxies
[2025-12-03T21:03:30.463881] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:30.475250] [DEBUG] [MAG       ] CSPI: Last date is validated at 2025-12-03
[2025-12-03T21:03:30.653764] [DEBUG] [MAG       ] CSPI: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:30.678835] [DEBUG] [MAG       ] VRDN: Last date is validated at 2025-12-03
[2025-12-03T21:03:30.731518] [INFO ] [LOCAL     ] CSPI: Saved forecast.
[2025-12-03T21:03:30.731599] [INFO ] [main      ] CSPI: Signal=1 (Conf=80.0%), Magnitude=-6.57% (Conf=55.6692%)
[2025-12-03T21:03:30.731937] [INFO ] [main      ] Fetching symbol history for NN...
[2025-12-03T21:03:30.731986] [DEBUG] [REMOTE    ] NN: Fetching historical data.
[2025-12-03T21:03:30.732654] [INFO ] [main      ] Progress: 961/965 forecasts completed (99.6%). CSPI finished in 0.6s. ETA: 0.7s. Rate: 357.72 forecasts/min
[2025-12-03T21:03:30.743259] [DEBUG] [REMOTE    ] NN: Successfully parsed 300 rows of historical data.
[2025-12-03T21:03:30.744432] [DEBUG] [LOCAL     ] Loaded configuration for NN: 6 features, N/A% accuracy
[2025-12-03T21:03:30.744482] [INFO ] [LOCAL     ] NN: Loaded 6 optimal features with 47.07% confidence from JSON config
[2025-12-03T21:03:30.744512] [DEBUG] [MAG       ] Building data for symbol: NN with lookback: 0
[2025-12-03T21:03:30.745289] [DEBUG] [FEATURES  ] DataBuilder: Executing 6 feature methods.
[2025-12-03T21:03:30.745350] [DEBUG] [FEATURES  ] DataBuilder: Executing add_afternoon_v_morning_volatility_mix
[2025-12-03T21:03:30.750169] [DEBUG] [FEATURES  ] DataBuilder: Executing add_regime
[2025-12-03T21:03:30.764735] [DEBUG] [FEATURES  ] DataBuilder: Executing add_true_range
[2025-12-03T21:03:30.766409] [DEBUG] [FEATURES  ] DataBuilder: Executing add_atr_10
[2025-12-03T21:03:30.767238] [DEBUG] [FEATURES  ] DataBuilder: Executing add_vol_of_vol
[2025-12-03T21:03:30.768323] [DEBUG] [FEATURES  ] DataBuilder: Executing add_volatility_state_percentiles
[2025-12-03T21:03:30.770342] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-12-03T21:03:30.775782] [DEBUG] [MAG       ] CRS: Last date is validated at 2025-12-03
[2025-12-03T21:03:30.816112] [DEBUG] [MAG       ] EXEL: Last date is validated at 2025-12-03
[2025-12-03T21:03:30.859322] [DEBUG] [MAG       ] VRDN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:30.943672] [DEBUG] [MAG       ] CRS: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:30.952067] [INFO ] [LOCAL     ] VRDN: Saved forecast.
[2025-12-03T21:03:30.952134] [INFO ] [main      ] VRDN: Signal=1 (Conf=80.0%), Magnitude=5.42% (Conf=49.5311%)
[2025-12-03T21:03:30.952503] [INFO ] [main      ] Progress: 962/965 forecasts completed (99.7%). VRDN finished in 0.7s. ETA: 0.5s. Rate: 357.60 forecasts/min
[2025-12-03T21:03:31.002040] [DEBUG] [MAG       ] EXEL: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:31.101714] [INFO ] [LOCAL     ] CRS: Saved forecast.
[2025-12-03T21:03:31.101779] [INFO ] [main      ] CRS: Signal=1 (Conf=80.0%), Magnitude=-1.19% (Conf=63.6151%)
[2025-12-03T21:03:31.102260] [INFO ] [main      ] Progress: 963/965 forecasts completed (99.8%). CRS finished in 0.7s. ETA: 0.3s. Rate: 357.64 forecasts/min
[2025-12-03T21:03:31.108515] [INFO ] [LOCAL     ] EXEL: Saved forecast.
[2025-12-03T21:03:31.108611] [INFO ] [main      ] EXEL: Signal=1 (Conf=80.0%), Magnitude=1.44% (Conf=49.8051%)
[2025-12-03T21:03:31.108889] [INFO ] [main      ] Progress: 964/965 forecasts completed (99.9%). EXEL finished in 0.8s. ETA: 0.2s. Rate: 358.00 forecasts/min
[2025-12-03T21:03:31.124041] [DEBUG] [MAG       ] NN: Last date is validated at 2025-12-03
[2025-12-03T21:03:31.288962] [DEBUG] [MAG       ] NN: Forecast date (T1) determined as 2025-12-04
[2025-12-03T21:03:31.368799] [INFO ] [LOCAL     ] NN: Saved forecast.
[2025-12-03T21:03:31.368864] [INFO ] [main      ] NN: Signal=1 (Conf=80.0%), Magnitude=1.68% (Conf=47.0687%)
[2025-12-03T21:03:31.369515] [INFO ] [main      ] Progress: 965/965 forecasts completed (100.0%). NN finished in 0.6s. ETA: 0.0s. Rate: 357.79 forecasts/min
[2025-12-03T21:03:31.398520] [INFO ] [main      ] Parallel forecast generation completed in 2m 42s. Processed 965 forecasts.
[2025-12-03T21:03:31.398701] [INFO ] [main      ] Generated and saved 965 forecast pairs.
[2025-12-03T21:03:32.142149] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Generation Completed (965/965 @ 100.00%)'
[2025-12-03T21:03:32.144003] [INFO ] [MODE      ] Ignoring multithreaded flag for report generation
[2025-12-03T21:03:32.144068] [INFO ] [main      ] Fetching available MAG forecast dates...
[2025-12-03T21:03:32.144230] [INFO ] [main      ] Found 13 forecast dates
[2025-12-03T21:03:32.144264] [INFO ] [main      ] Processing forecast date: 2025-11-17
[2025-12-03T21:03:32.255847] [INFO ] [main      ] Overwriting existing report for 2025-11-17
[2025-12-03T21:03:32.258127] [INFO ] [main      ] Generated forecast report for 2025-11-17: 472 forecasts
[2025-12-03T21:03:32.258233] [INFO ] [main      ] Processing forecast date: 2025-11-18
[2025-12-03T21:03:32.362864] [INFO ] [main      ] Overwriting existing report for 2025-11-18
[2025-12-03T21:03:32.364438] [INFO ] [main      ] Generated forecast report for 2025-11-18: 421 forecasts
[2025-12-03T21:03:32.364539] [INFO ] [main      ] Processing forecast date: 2025-11-19
[2025-12-03T21:03:32.478861] [INFO ] [main      ] Overwriting existing report for 2025-11-19
[2025-12-03T21:03:32.480654] [INFO ] [main      ] Generated forecast report for 2025-11-19: 480 forecasts
[2025-12-03T21:03:32.480752] [INFO ] [main      ] Processing forecast date: 2025-11-20
[2025-12-03T21:03:32.572773] [INFO ] [main      ] Overwriting existing report for 2025-11-20
[2025-12-03T21:03:32.574764] [INFO ] [main      ] Generated forecast report for 2025-11-20: 423 forecasts
[2025-12-03T21:03:32.574857] [INFO ] [main      ] Processing forecast date: 2025-11-21
[2025-12-03T21:03:32.655845] [INFO ] [main      ] Overwriting existing report for 2025-11-21
[2025-12-03T21:03:32.675721] [INFO ] [main      ] Generated forecast report for 2025-11-21: 368 forecasts
[2025-12-03T21:03:32.675828] [INFO ] [main      ] Processing forecast date: 2025-11-24
[2025-12-03T21:03:32.788704] [INFO ] [main      ] Overwriting existing report for 2025-11-24
[2025-12-03T21:03:32.790604] [INFO ] [main      ] Generated forecast report for 2025-11-24: 527 forecasts
[2025-12-03T21:03:32.790714] [INFO ] [main      ] Processing forecast date: 2025-11-25
[2025-12-03T21:03:32.910074] [INFO ] [main      ] Overwriting existing report for 2025-11-25
[2025-12-03T21:03:32.912674] [INFO ] [main      ] Generated forecast report for 2025-11-25: 524 forecasts
[2025-12-03T21:03:32.912820] [INFO ] [main      ] Processing forecast date: 2025-11-26
[2025-12-03T21:03:33.014710] [INFO ] [main      ] Overwriting existing report for 2025-11-26
[2025-12-03T21:03:33.016410] [INFO ] [main      ] Generated forecast report for 2025-11-26: 452 forecasts
[2025-12-03T21:03:33.016521] [INFO ] [main      ] Processing forecast date: 2025-11-28
[2025-12-03T21:03:33.259210] [INFO ] [main      ] Overwriting existing report for 2025-11-28
[2025-12-03T21:03:33.262758] [INFO ] [main      ] Generated forecast report for 2025-11-28: 1002 forecasts
[2025-12-03T21:03:33.262962] [INFO ] [main      ] Processing forecast date: 2025-12-01
[2025-12-03T21:03:33.440595] [INFO ] [main      ] Overwriting existing report for 2025-12-01
[2025-12-03T21:03:33.443459] [INFO ] [main      ] Generated forecast report for 2025-12-01: 835 forecasts
[2025-12-03T21:03:33.443636] [INFO ] [main      ] Processing forecast date: 2025-12-02
[2025-12-03T21:03:33.624691] [INFO ] [main      ] Overwriting existing report for 2025-12-02
[2025-12-03T21:03:33.627387] [INFO ] [main      ] Generated forecast report for 2025-12-02: 769 forecasts
[2025-12-03T21:03:33.627537] [INFO ] [main      ] Processing forecast date: 2025-12-03
[2025-12-03T21:03:33.874421] [INFO ] [main      ] Overwriting existing report for 2025-12-03
[2025-12-03T21:03:33.877757] [INFO ] [main      ] Generated forecast report for 2025-12-03: 965 forecasts
[2025-12-03T21:03:33.877916] [INFO ] [main      ] Processing forecast date: 2025-12-04
[2025-12-03T21:03:33.899369] [INFO ] [main      ] Generated forecast report for 2025-12-04: 965 forecasts
[2025-12-03T21:03:33.899550] [INFO ] [main      ] Generated 13/13 forecast reports
[2025-12-03T21:03:33.899611] [INFO ] [main      ] Reading forecast report for email: ./output/forecasts/full/2025-12-04.txt
[2025-12-03T21:03:34.579313] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'MAG Forecast Report - 2025-12-04'
[2025-12-03T21:03:34.579489] [INFO ] [main      ] Forecast report email sent for 2025-12-04
[2025-12-03T21:03:34.579551] [INFO ] [MAG       ] MAG operation completed successfully
[2025-12-03T21:03:34.579796] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-03T21:03:34.580107] [INFO ] [STATE     ] Last completion updated: 2025-12-03T21:03:34.579850